Semantic contours in tracks based on emotional tags

Transcription

Semantic contours in tracks
based on emotional tags
Michael Kai Petersen, Lars Kai Hansen, and Andrius Butkus
Technical University of Denmark, DTU Informatics,
Building 321, DK.2800, Kgs.Lyngby, Denmark
{mkp,lkh,ab}@imm.dtu.dk
http://www.imm.dtu.dk
Abstract. Outlining a high level cognitive approach to how we select
media based on affective user preferences, we model the latent semantics of lyrics as patterns of emotional components. Using a selection of
affective last.fm tags as top-down emotional buoys, we apply LSA latent
semantic analysis to bottom-up represent the correlation of terms and
song lyrics in a vector space that reflects the emotional context. Analyzing the resulting patterns of affective components, by comparing them
against last.fm tag clouds describing the corresponding songs, we propose that it might be feasible to automatically generate affective user
preferences based on song lyrics.
Key words: Pattern recognition, emotions, text processing
1
Introduction
Both words and music move in time, and as T.S. Elliot phrased it “only by
the form, the pattern, can words or music reach”. A panoply of sensations and
emotions are elicited when we listen to a song, which in turn reflect cognitive
aspects of the underlying structure in both sound and lyrics. Over the past half
century these aspects of musical affect have been the focus of a wide field of
research ranging from how emotions arise based on the underlying harmonic
and rhythmical structures forming our expectations [1-3], to how we consciously
experience these patterns empathetically as contours of tensions and release [4].
Basic feelings of happiness, being sad or getting angry are not just perceived but
materialize as changes in heart rate, skin conductance, respiration or blood pressure, as has been documented in numerous cognitive studies of music and emotions [5]. Applying biosensors to measure the features that underlie the various
affective states, the resulting patterns appear sufficiently consistent to determine
what emotions are being triggered based on the physiological changes alone [6].
But listening to songs involves not only basic elements of affect, but also higher
level structures reflected in the lyrics which provide the basis for a song. To a
large extent language allows us to share and describe distinct affective aspects
that we extract from the continuous affective ebb and flow of emotions shaping
our frame of mind. Despite the often idiosyncratic character of tags defined by
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M.K. Petersen, L.K. Hansen, and A. Butkus
hundred thousands of users in social networks like last.fm, a number of studies
within the music information retrieval community indicate that users often tend
to agree on the affective terms they attach to music, which can be interpreted
as a simplified mood ground-truth reflecting the perceived emotional context of
the music [7-8].
During the past decade advances in neuroimaging technologies enabling studies of brain activity have established that musical structure to a larger extent
than previously thought is being processed in “language” areas of the brain [9],
and specifically related to lyrical music some fundamental aspects appear essentially identical to those of language [10]. Neural resources between music and
language appear to be shared both in syntactic sequencing and also semantic
processing of patterns reflecting tension and resolution [11-13], adding support
for findings of linguistic and melodic components of songs being processed in interaction [14]. Similarly there appears to be an overlap between language regions
in the brain and so-called mirror neurons, which transfer sensory information of
what we perceive by re-enacting them on a motor level. Mediating the inputs
across audiovisual modalities, the resulting sensory-motor integrations are represented in a similar form, whether they originate from actions we observe in
others, only imagine or actually enact ourselves [15-16]. This has led to the
suggestion that our empathetic comprehension of underlying intentions behind
actions, or the emotional states reflected in sentences and melodic phrases, are
based on an imitative re-enactment of the perceived motion [17].
So if both low-level features of media and our emotional responses can be encoded in words, we hypothesize that this might allow us to define a high level cognitive model emulating how we select media based on affective user preferences.
In such a model the bottom-up part would resemble cognitive component analysis [18]. Coined as a term to describe aspects of unsupervised clustering of data,
the underlying algorithms approximate how our brain discovers self-organizing
patterns when assembling images from lines and edges of visual objects [19],
reconstructs words from the statistical regularities of phonemes in speech [20]
or learn the meaning of words based on their co-occurrence within multiple contexts [21-23]. But equally important: cognitive processes involve a large amount
of top-down feedback which sculpts the receptive responses of neurons on every
level and vastly outnumbers the sensory inputs [24-26]. That is, the brain applies an analysis-by-synthesis approach, which combines a top-down capability
to infer structure from bottom-up processing of statistical regularities in what
we perceive. Our emotions are in this sense essential for maintaining a balance
between cognition and perception, as core affect is an integral element in what
attracts us to objects and turn what we sense into meaningful representations
that can be categorized in words [27-29].
A way to emulate this approach of the human brain in relation to search
of media, could be to apply unsupervised learning of features based on latent
semantics, extracted from lyrics associated with songs. And combine the bottomup extracted representation with top-down aspects of attention reflecting preferred emotional structures, similar to the combinations of user generated affec-
3
tive terms found in tag clouds in social networks like last.fm. Selecting a number
of frequently used emotional last.fm tags as buoys to define a semantic plane
of psychological valence and arousal dimensions, we project a number of song
lyrics into this space and apply LSA latent semantic analysis [21-23], to model
the correlation of texts and affective terms as vectors reflecting the emotional
context of the songs. We outline in the following sections: the affective plane
used for modeling emotional structure, the extraction of latent semantics from
texts associated with media, an analysis of the emotional patterns, followed by
a discussion of the potential in combining latent semantics and emotional components to enable personalized search of media.
2
Affective plane
Drawing on standard psychological parameters for emotional assessment, affective terms are often mapped out along the two psychological dimensions of
valence and arousal [30-32]. Within this 2D emotional plane the dimension of
valence describes how pleasant something is along an axis going from positive
to negative associated with words like happy or sad, whereas arousal captures
the amount of involvement ranging from passive states like mellow and sad to
active aspects of excitation as reflected in terms like angry or happy. This approach to represent emotions within an affective space framed by valence and
arousal dimensions goes beyond earlier attempts to define distinct categories like
Hevner’s circle of adjectives (1935). Based on responses from participants listening to musical excerpts, clusters of words were grouped into eight segments of
similar adjectives covering emotions like happy, lyrical, calm, dreamy, sad, serious, tragic, angry and exciting [33]. How many different parameters are required
to capture the various components in an affective space has since then been the
subject of a number of studies. The results indicate that a model which provides
a good fit to how people describe emotional states, can be defined based on five
underlying latent variables: anger, sadness, disgust, fear and happiness [34]. In
such a model these factors are not necessarily correlated with whether they are
perceived as pleasant or unpleasant, as opposing aspects might often occur together even if they represent contrasting positive and negative aspects of valence.
Empirical results for rating of emotional words, also indicate that certain terms
e.g. synonyms for happy or anger seem to be based on one category only and are
defined as either positive or negative along a single dimension. Whereas other
affective terms appear more complex and appear to be combinations of more
emotional categories, like despair being perceived as a mixture of sadness and
anxiety, or excitement involving aspects of both happiness and surprise [35]. In
any linguistic description we perceive not only the lexical meaning of words but
infuse them with feelings of positive or negative valence [30], which might serve
to filter what is essential and determine what becomes part of our memories [28].
Experiments using MDS multidimesional scaling to group musical excerpts according to similarity instead of word categories, indicated that the model which
provides the best fit to the emotional responses seems again to be based on the
4
two psychological dimensions of valence and arousal, but here combined with an
additional third dimension capturing aspects of shape related to the degree of
melodic continuity or rhythmical fragmentation in the music [36]. In a further
cluster analysis of the data, the participants were found to separate the responses
into two segments along the arousal dimension, meaning how energetic or laid
back the music was perceived as being. The similarity judgements of musical
excerpts within the two clusters in turn appeared to be divided along the fault
lines of valence, essentially separating the emotional reactions into an affective
plane consisting of happy, mellow, angry and sad quadrants.
If we attempt to model top-down cognitive attentional aspects reflecting affective structure, tag-clouds in music social networks like last.fm provide an interesting case. The affective terms which are frequently chosen as tags by users
to describe music seem to form clusters around primary moods like mellow, sad,
or more agitated feelings like angry and happy. This correlation between social
network tags and the specific music tracks they are associated with, has been
used in the music information retrieval community to define a simplified mood
ground-truth, reflecting not just the words people frequently use when describing
the perceived emotional context, but also which tracks they agree on attaching
these tags to [7-8]. Selecting twelve of these frequently used tags:
happy, funny, sexy, romantic
soft, mellow, cool
angry, aggressive
dark, melancholy, sad
makes it possible to define an affective plane reflecting the above cognitive models of emotional responses to music, as a basis for extracting latent semantics.
3
Semantic space
To generate the bottom-up part of how we cognitively extract meaning from
strings of texts, LSA latent semantic analysis models comprehension from word
occurrences in multiple contexts, analogous to human language acquisition [2123]. Words rarely come shrink-wrapped with a definitive meaning but are continuously modified by the context in which they are set. No matter how many
examples of word usage for a verb are listed in a dictionary they remain just that:
case stories which illustrate how a predicate will map onto a certain value given
a specific argument. Replacing any of the surrounding words in the sentence
will create yet another instantiation of the proposition, which we might again
interpret differently depending on what phrases come before or after in the text.
Instead of attempting to define the specific meaning of a word based on how it
fits within a particular grammatical phrase structure, LSA latent semantic analysis, models the plethora of meanings a word might have by concatenating all
the situations in which it appears and represent them as a single vector within
5
in a high dimensional semantic space. Squeezing as many of the syntactic relations and senses of word usage into a single vector, makes it possible to extract
statistical properties based on how often a term appears in a large number of
paragraphs. And subsequently condense this representation into meaningful semantic relations constructed from an average of the different contexts in which
the word is used.
Initially a text corpus is constructed which allows for modeling terms as linear combinations of the multiple paragraphs and the sentences in which they
occur, assembled from tens of thousands of pages of literature, poetry, wikipedia
and news articles. The underlying text corpora can be thought of as resembling
human memory where numerous episodes combined with lexical knowledge are
encoded into strings of text. Spanned by rows of words and columns of documents, the cells of this huge term-document matrix sum up how frequently
each word appears in a corresponding paragraph of text. However in a simple
co-occurrence matrix any similarities between words like car and vehicle will be
lost as each individual term appears only within its own horizontal row. Nor will
it be obvious that a word like rock might mean something completely different
depending on which of the contextual columns it appears in. The raw matrix
counts of how many times a word occurs in different contexts does therefore not
by itself provide a model of comprehension, as we would normally expect texts
that describe the same topic to share many of the terms that are used, or imagine
that words that resemble each other are also applied in a similar fashion. Most of
these relations remain hidden within the matrix, because there are tens of thousands of redundant variables in the original term-document matrix obscuring
the underlying semantic structure. Reducing the dimensionality of the original
matrix using SVD singular value decomposition [28], the number of parameters
can be diminished so we can fit synonymous words or group similar documents
into a much smaller number of factors that can be represented within a semantic
space.
Geometrically speaking, the terms and documents in the condensed matrix
derived from the SVD dimensionality reduction, can be interpreted as points in
a k dimensional subspace, which enables us to calculate the degree of similarity
between texts based on the dot product of their corresponding vectors. But before comparing terms or documents, the entries in the cells of the matrix need
to be adjusted so they reflect how we cognitively perceive associative processes.
First by replacing the raw count of how often a word appears in a text by the
logarithm of that number. This will smooth the word frequency so it resembles
the shape of learning curves typically found in empirical psychological conditioning experiments. Likewise the degree of association of two words both occurring
in two documents will be higher than if they each appear twice separately in a
text. Here a local weighting function defines how salient the word occurrence is
in the corresponding document, and a global weighting function how significant
its appearance is among all the contexts [37]. As a next step the word count is
divided by the entropy of the term, to ensure that the term frequency will be
modified by how much information the word actually adds about the context it
6
appears in. This log-entropy weighting significantly improves the results when
compared to a raw word frequency count [23]. Another way to interpret the relations between words forming a semantic neighborhood would be to think of them
as nodes constituting a neural network. In such a network of nodes, resembling
populations of neurons in our brains, LSA could model the strength of the links
connecting one word to another. When we come across a word like ‘sad’ in a
phrase, it will create a node in our short term episodic memory, which will in
turn trigger neighboring nodes representing words or events that invoke similar connotations in our past memories. The strength of the connections initially
based on word co-occurrence are gradually transformed into semantic relations
as the links between nodes are being constrained by the limitations of our memory. As a result only those nodes which remain sufficiently activated when our
attention shifts towards the next phrase will be integrated into the patterns
forming our working memory. And whether these connections grow sufficiently
strong for the nodes to reach a threshold level of activation necessary for being
integrated in working memory, can be seen as a function of the cosine between
the word vectors [38].
When we compare two terms in the LSA semantic space based on the the
cosine of the angle between their vectors, values in-between 0.05 and 1 will
indicate increasingly significant degrees of similarity between the words, while a
negative or low value around 0 will indicate a random lack of correlation. If we
for instance select the affective term sad and calculate the cosine between the
angle of its vector representation and any other word in the text corpus, we can
determine which other term vectors are semantically close, and in decreasing
order list to what degree they share aspects reflecting the meaning of that word:
1.00
0.74
0.73
0.63
0.62
0.58
0.53
0.51
0.50
0.49
sad
grief
sorrow
mourn
sigh
weep
tear
griev
piti
ala
Looking at these nearest neighbors it would seem that instead of interpreting sad isolated as a single vector made from the various documents in which
it appears, we might rather think of the meaning of that word as a semantic
neighborhood of vectors. In this part of our LSA semantic space these nearest
neighbors form a network of nodes, where each word add different aspects to
the meaning depending on the strength of their associative links to sad. So if we
imagine text comprehension as a process that combines the words which shape
a sentence with the associations they trigger we can model this as a bottomup spreading activation process. In this network the strength of links between
7
nodes will be defined by their weights and consequently the connections among
all nodes can be mapped out in a connectivity matrix. Being exposed to an
incoming word the stimulus will spread from the node generated in episodic
memory, to its semantically nearest neighbors stored in long term working memory. How many of these connections grow sufficiently strong for the nodes to
be integrated in long term working memory, determines whether our comprehension is reduced to an assembly line where separate words are merely glued
together based on the incoming text alone. Or it will instead provide a blueprint
for reconstructing a situation model, resembling an animated pin-ball machine
where the associations triggered by the words bounce off walls forming an intricate maze of memories. And once reality kicks in, in terms of the constraints
posed by the limited capacity of our working memory, what nodes will remain
activated could be understood as proportional to the LSA cosine similarity of
vectors, triggered by the words being parsed and their nearest neighbors already
residing in our memories [38].
4
Results
In the next subsections we outline the structure of the LSA patterns in regards
to the distribution of emotional components, compare the LSA analyses of lyrics
against their corresponding last.fm tag clouds, and finally explore correlations
between LSA patterns and the underlying musical structure of the songs.
4.1
Distribution of LSA components
Projecting the lyrics of twenty-four songs selected from the weekly top track
charts at last.fm, we compute the correlation between lyrics and the previously
selected twelve affective tags used as markers in the LSA space, while discarding
cosine values below a threshold of 0.09. Whereas the user-defined tags at last.fm
describe a song as a whole, we aim to model the shifting contours of tension and
release which evoke emotions, and therefore project each of the individual lines
of the lyrics into the semantic space. Analyzing individual lines on a timescale of
seconds also reflects the cognitive temporal constraints applied by our brains in
general when we bind successive events into perceptual units [39]. We perceive
words as successive phonemes and vowels on a scale of roughly 30 milliseconds,
which are in turn integrated into larger segments with a length of approximately
3 seconds. We thus assume that lines of lyrics consisting of a few words each
correspond to one of these high level perceptual units.
The outputs are matrixes consisting of columns of LSA values triggered by
each line in the lyrics in response to the twelve emotional tags making up the
rows. Similar to an emotional space, the columns of the matrix reflect a vertical span from positive to negative valence. The upper rows in the columns
correspond to active positive emotions like happy and funny followed by more
passive aspects like mellow and cool towards the center of the columns. Further
down the values in the columns correspond to active negative aspects like angry
8
while the bottom rows in the matrix reflect passive negative emotions such as
melancholic and sad. When the individual lines of lyrics are projected against
the selected last.fm tags, it results in twelve dimensional vector values signifying affective components that are activated simultaneously rather than discrete
emotions. Initially adding up the LSA values in the matrices along each row,
we can plot the activation of each emotional component over the entire lyrics.
Analyzing a small sample of twenty-four songs, the summed up values of LSA
correlation between the individual and the last.fm affective terms appears to
divide the lyrics into roughly three groups:
Balanced distribution of emotions where the lyrics simultaneously trigger affective components from the outer extremes of both happy and sad. Combined
with more passive positive aspects like soft it results in types of patterns as found
in the songs: “21 Things i want in a lover” (Alanis Morissette), “Bleeding love”
(Leona Lewis), “The Scientist” (Coldplay), “Mad world” (Gary Jules), “Nothing
else matters” (Metallica), “Starlight” (Muse) and “Come away with me” (Norah
Jones). (Fig.1)
- or alternatively the patterns juxtapose active positive and negative elements
of happy and versus angry against each other, with relatively less contribution from passive positive aspects like soft, as in the songs: “Everybody hurts”
(R.E.M), “Iris” (Goo Goo Dolls), “Wonderwall” (Oasis), “Time to pretend” “Rehab” (Amy Winehouse). (Fig.2)
Centered distribution of emotional components emphasizing passive positive
aspects like soft mellow or cool combined with passive negative emotions close
to sad, with relatively less significant contributions from active positive affective
components such as happy as in the songs: “Now at last” (Feist), “My immortal” (Evanescence), “Creep” (Radiohead) and “Colorblind” (Counting Crows).
(Fig.3)
Uniform distribution of emotional components activated across the entire
affective spectrum of valence and arousal as in the songs:“Always where i need
to be” (The Kooks), “San Quentin” (Johnny Cash), “Clocks” (Coldplay), “What
I’ve done” (Linkin Park), “Falling slowly” (Glenn Hansard), “Stairway to heaven”
(Led Zeppelin), “Smells like teen spirit” (Nirvana) and “Such great heights” (The
Postal Service)(Fig.4).
4.2
LSA emotions versus last.fm tags
The tag clouds at last.fm describe a song as a whole, so in order to assess to
what degree the retrieved LSA correlation values of lyrics and affective terms
approximate the user-defined tags, we use the accumulated LSA values summed
up over the entire lyrics as outlined in previous section. To facilitate a comparison between lyrics and the tag clouds, which my only contain a few of the
selected last.fm affective terms used in the LSA analysis, we subsequently group
the LSA values of closely related tags into an emotional space consisting of four
soft
0.05 0 0.01 0.06
0 0.01
0 0.02
0.14 -0.1
0 0.07
0.11 0.17
-0 0.06
-0 -0.11
0.03 00.05 0.02
-0.1 0.08
0.05 -0-0.10.040 -00.140.03
-0.10.05
-0.1
soft -0.1 -0.1 -0 0 -0.1 0.01 mellow
-0 0.11 0.06
0.06 0 0.07 0.11 0.06
0.08 0.04 -0.1 0.06 0.07 -0 0.15 0.07 -0 0.06-0
0.09 0.02 -0 0.04 -0
-0 -0.1 0.05 0.06 -0.1 -0.1 0.03 -0 0.05 -0
mellow -0 0.08 0.03 0.06 0.02 0.12 0.01 cool
0.02 0.03 0.05 -0 0.03 0.01 0.03 0.05 -0
0 0.01 0.02 -0.1 -0 -0 0.02 0.02 0.02
cool -0.1 0.03 -0 0.03 -0 0.06 0.01
angry 0.27 0.07 -0.1 -0.1 0.02 0.01 0.14 0.04 0.06 0.03 0.1 0.05 0.06 0.24 0.18 0.01
0 0.1 0.49
angry 0.28 0.03 -0 0.17 -0 0.07 -0 0.02 0.05 0.01
0.07 -0
dark -0
melancholy -0
The
Scientist
0.12
-0
0.05 0.01 0.03 0.03 -0
funny
0.02 -0.1 -0.1 -0.1 -0
sexy
-0
romantic
-0.1 -0
0
0.02 -0
cool
-0
0.1 0.04 -0
angry
-0
aggressive
-0
-0.1 0.07 0.05 0.03 0.01
-0
-0.1 0.03
0
0.04
0
0
-0
0.18
-0
-0.1
-0.1
0
0
0
-0.1 0.06
-0.1 0.04
0
0.08 0.29 0.04 -0.1
-0
-0
0.03
-0.1 -0.1
-0
-0.11
-0
-0
0.02 0.03 0.07
0
0
0.2
0.13
-0 0.07 0.08 0.04
0
-0.1 0.03
-0.1 -0.1
0
-0
0.2
-0 0.08 0.08 0.06 -0 0.06 0.08 0.08 0.2 0.08 -0 0.03
0.18 0.12 -0.1 0.04 0.01 -0.1 0.08 0.04 0.07
sad
-0.1
-0
-0
-0
-0.1 0.03 0.01
0
0
-0.1
-0
0.11
0.01 -0
0
-0
0
-0
0.01 0
0.12
-0.01 -0.10 0.00 0.14 -0.10 -0.08 0.10 0.00 0.00 0.03 0.18 0.02 0.17 0.03
0
0.05 0.02
0
-0.1
-0
0.03
0.03 -0.06 0.05 -0.03 0.05 -0.04 -0.03 0.05 0.02 -0.01 -0.04 0.00 -0.02 0.01 -0.04
0
0.11 -0.1 0.14 -0.1 0.13 -0.1 0.14 0.13 0.14 0.21 -0.1 0.05
-0
0.01 0.01 0.01 0
-0.1 0.04 0.17 0.06 0.06 0.24 0.18 0.01 0.05 -0.04 0.11 -0.05 0.14 -0.05 0.13 -0.05
0
0
0.05
0
0.03 0.18 0.02 0.17 0.03 0.18
-0
-0
-0
0
-0
0.01
-0
0
0
-0
-0
-0
0
0.03 0.01 0.05
-0
0
0.01 0.01
-0
0
0.04
0.04 0.06 0.07
-0
0
0.01 0.01
-0
0
0.07 0.04 0.01 0.06 0.02 0.08 0.04 0.04
-0
0.2
0
0.03 0.01 0.02 0.04
0
0.04
-0
0.04 0.03
0.04 0.06 0.05 0.19 0.05 0.19 0.05 0.19 0.06 -0.1 0.02 0.08
-0 0.17
0.11 0.03 0.05 0.22 0.02 -0.1 0.08 -0.1
0.18 0.03 -0.1 0.11 -0.1 -0.1 0.07 0.03 0.06 0.04 -0.1 0.18 -0
0
-0.1
0.1
-0.1
0.1
-0.1
0.1
-0
0.1
0.04 0.16 0.01
-0
0.08 0.09
-0
0.03 -0
0.02 0.05 0.03 0.01 -0
-0
0.01 0.03 -0.1 0.01 -0
-0
-0
-0.1 0.04
0.12 0.12 0.08 -0 0.02 0.01 0.24 0.01 0.33 0.74 0.2 0.09 0.09 -0.1 -0.1 -0.1
0
0
0
0.12 0.12 0.08 -0 0.02 0.01 0.24 0.01 0.05 0.01
0
funny
12
1.9
0.16
24%
0 24
0
sexy
6
0.6
0.10
12%
0 12
0
romantic
8
0.8
0.10
16%
0 16
sexy
0
0.02 -0.1 0.02 0
0.03 -0
0 -0
-0
0
-0.1 -0
-0
0.05 0
0.03
0
0
0.01
0.08 0.04
0
-0.1 0.05 -0.1
0
0 -0
0.17 0.06 -0.1 0.07
0
-0 0.08 -0.2 0.3 0.08 0.05 0.02 0.12 -0.1 0.02 0.14 0.01 0.03 0.27 -0.1 0.15 0.08
0
0.17 0.15 0.3 0.08 0.05 0.02 0.12 -0.1 0.02 0.14 0.01 -0.1 0.01
2
3
4
5
6
7-0 8-0 90.0510
13
0.1 110.0412
0.02funny
0.02 14
0.0215
0.0216 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35
0 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
n -0.1 sum
avg
%
0.13-0
0.05 0
0.07-0
0.02 0-0 -0
0.01 0
0.07-0-0 0
0.01 -0
0.03 0-0 0.04
0.07
0.07 -0
-0 -0
-0.1 -0
0 -0
0
-0
0 -0
0 -0
0 -0
0 00 00sexy
00 -00 -0-0 -0
0 0
0 0-0 0.01
0 -0.1
0 0.08
0 0-0 0.01
0 -0
0 0.01
-0 0.02
0 0.01
-0
-0
0.09 0.02
-0.1 -0
-0 -0
-0.1 0.03
0.08 -0
-0 -0.1
00 000.07-00.14-00.05-00.02-0
0
40
0 0 0 0 0 0 -0 0 0 0 0 0 0 0 0 0
10
1.4-0.1 0.1
0.14 40%
happy
0.17-0
0.06-0-0 -0
0.09
0.11-00 0
0.03 0.03
0.03 -0
-0.2 0.04
0.11 0
0 0.03
0.03 0.03
-0.1 -0
0.1 -0
-0 -0
-0 -0
-0
0 -0
0 0.01
0 -0
0 0.03
0 00 -00 0.03
0 romantic
0 -00 -00 -0
-0
0 0.03
0 0
-0 -0-0 -0.1
0 0.02
0 -0
0 00 0-0 0.03
0 0.09
0 -0
0 -0
0 -0
> 0.25
0
0.03 -0
-0 0 -0
-0 0.01
0.05 -0
0.01 0.02
-0
-00.05 00.02 00.01-0-0 0-0 -0
funny
0 0 -0
0 0 0 -0 0 0 0 0 -0 0 0 0 -0 0 0 0 -0 -0 > 0.25 0
16
4 0.2 0.25
0.7-0.1 0.12
0.17
16%-0 0.07 00.16
funny
0.13
0.03
0.1
0.06
0.18
-0
0.07
-0
0.1
0.11
0.03
-0.1
-0.1
0.03
0.03 -0.1
0.2 0.25
-0.1 0.12
-0.1 0.01
-0.1
0 -00 -0
0 -0.1
0 -0
0 -0
0 -0.1
0 -0
0 -0.1
0 -0 0 -0 0 -0 -0 -0 -0 -0 -0 0 0 -0 0 0 -0 -0 0 0 00 0.04
0 0-0 0-0 -0-0 0.1
0 0.11
0 -0
0 -0
0 -0
-0 -0
-0 -0
0.25
0.02 0
0.04 0.02 0
0.03
0.1 0.18
0.02 -0
0.01 -0
0
0.02
0.04 0.03
-0.1
-0.1
soft
-0 0 0 sexy
0 -0 0 -0 0 0 -0 0 0 -0 0 0 0 0 0 0 -0 -0
0.25 0
16
4
0.5
0.11 16%
sexy
0.06 0
0.06 0
0.02 -0-0 -0
0.03 -0
-0.1 0.03
0.07 -0
0.09 0.05
-0 -0.1 -0.1 0.04 0.02 0.06 0.06 0.02 -0 0.03 -0.1 0.03 0.06 0.06 0.06
0 0.03
0 -00 -0
0 0.04
0 -0
-0
0 0.01
0-0 00.07 00.05 0-0.1 0-0 00.07 00.05 00.07 00.02 0
0 0.06
0 0-0 -0
0.23
0.04 romantic
0.01 0.01 0
-0.1 00 -0
0
00 -0
-0 0.01
0.01 -0
0 -0
0.01
0.01 0.01
mellow
004 0 0 -0 -0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 -0 0 0 0 0 -0 -0 -0 -0 -0 -0 -0 0
0.23 0
1
0.2
0.17 4%
romantic
-0 -00.05-00.06 00.03 0 0 0-0.1 00 0-0.1 0
0.05 0
0.06 0
0.02 00 0-0 00 00 0.03
0.01 -0 -0.1 -0 -0 0.05 0.06 0.02 0
-0
0
0 0.03 -0
0
-0
0 -0
0 -0
0 -0
0 -00 0.05
0 -00 -0.1
0 -0.1
0cool
0 -0
0 0-0 0.04
0 -0.1
0 0.07
0 -0
0.21
-0 0.04 0.06 -0.1 -0 -0.1
0.01 -0
0.03 0.08
-0.1 -0.1
0.06 0.04
-0.1
-0.1
0 0 0 0 0 0 0 -0 -0 -0 0 0 0 0 0 0 0
-0 0 0 soft
0 0 0 -0 0 0 0 0 0 0 0 0 0 -0 0 -0 0 0
0.21 0
0
0.0
0.00
0%
0.08 -0.2 -0.1 -0 0.04 0.03 0.03 -0.1 -0.1 soft
-0 0.08 -0 0.03 -0 0.06 0.03 -0.1 0.27 0.22 0.24 0.05 -0.1 0.11 0.01 0.01 -0.1 -0 0.08 -0 0.03 -0 0.06 0.03 -0.1 -0 -0.1
0 00 0.18
0 0.13
0 -0
0 0.07
0 -0
0 -0
0 0.04
0 -0
0.19
0.07 -0.1mellow
-0.1 0.04 0.01 -0
0.06 -0
-0.1 -0
-0.2 -0.1
-0.1 -0.1
0.04angry
0.04
0.04 -0 0 0 0 0 0 0 0 0 0 0 -0 0 0 0 0 0 -0 0 00 -0 -0 -0 0 0 -0 -0 0 0 0 0 0 0 0 0
0 0 0 -0 0 0 0 0 0 0 0 0 0 -0 0 0 -0 0 0 -0 0
0.19 0
16
4
0.5
0.12
16%
-0.1 -0 -0 -0.1 -0.1 0.06 0.01 -0 mellow
0.02 0.04 -0 -0.1 -0
0 0.01 0
-0
0
-0 0.03 0.03 0.08
-0.1 -0.1
0.04 -0
-0 -0.1
-0 -0
0 -0
0.01 0
0 -0
-0 -0.1
-0
0 0.05
0 -0
0 -0
0 -0.1
0 -0
-0
0 -0
0 -0
0 -0
0 -0-0 0.02
0 -0
0 0
0 -0
0.17
-0.1 0.11 0.14 -0.1 -0.1 0.01
0.08 0.07
-0.1 -0
-0.1 -0
-0 0.11
0.13aggressive
0.01 -0.1
-0.1 -0.1
-0.1 -0 0 0 -0 -0 0 -0 0 -0 0 -0 -0 0 0 0 0 -0 -0 0 -0
0
-0 0 0 cool
0 0 0 -0 0 0 0 0 -0 0 0 0 -0 -0 -0 0 0 0
0.17 0
0
0
0.0
0.00 0%
cool
0.05 0
0.04 0
0.03 0.08
0.03 0.07
0.05 0.07
0.08 0.06
0.03 0.07
0
-0
0
0 0 -0 -0 0 0 0 0 0 0 0 0 0dark
0 00.13 00.05 00.13-0 0 00.05-00.05 00.06-00.07 00.02-0
0 0.06
0 -0
0 -00 0-0 -0.1
0 0-0 -0
0 0.08
0 0.02
0 00 0.02
0 0.05
0 0.04
0 0.03
0 -0
0 -0
0 -0
0 -0
0.15
angry
-0 0 -0 0 0 0 0 0 0 0 0 -0 -0 0 0 -0 -0 -0 0 0 0
0.15 0
20
5
1.2
0.23 20%
angry
0.07-00.09 00.02 0-0.1 0
0.06-0
0.25 0
0.12 0
0.03 0
0.08
0.12 0
0.08 0
0.15 0-0 00 -0-0 0.06
-0 -0
-0.1 0.13
-0 -0.1
-0 0.05
0.03
0.09 0.08
0.12 -0
0.08 0.15
-0 0
0 -0
-0 0.06
-0
0.01
-0
0
0
-0
-0
-0
-0
-0
-0
0
-0
-0
0
-0
0
-0
-0
0
0
0
0
0
0
0
0
-0
0
-0
0
0
0
0
0
-0
0.13
melancholy
aggressive
-0
-0 0 0 -0 0 -0 0 0 -0 0 0 -0 -0 -0 -0 -0 -0 -0 -0 -0
0.13 0
8
2
0.2
0.10 8%
aggressive
0.04 -0 -0.1 -0.1 0.05 0.06 0.09 -0
0 0.23 0.13 0.07 0.02 0.02 0 0.14 -0 0.36 0.44 0.19 0.1 0.07 -0 0.04 0.02 0 0.23 0.13 0.07 0.02 0.02 0 0.14 -0 0.01 -0
sad
0
0
0
-0
-0
0
-0
0
0
0
0
-0
-0
0
0
0
0
0
0
-0
0
0
0
-0
0
0
0
0
0
0
0
0
0
-0
0
0
0
-0
-0
0
0
0
0
0
0
-0
0
0
0
-0
0.11
0 0 0 dark
0 0 0 -0 0 -0 0 0 0 0 0 0 0 0 0 0 0 0
0.11 0
8
5
0
0 -0
soft -0 -0 -0
6
0
7
8
0 -0 -0
1
10
9
0
-0 -0
0
-0 -0
0 melancholy
0 0 0 -0 0
Mu
0
00 00 -00 00 00 -0
0 00 00 -00 00 00 0-0 -0-0 0 0 -0-0 0-0 00.09
016 -0
0 023
0 024
0 025
0 026
0 027
0 028
0 0 29
0-0-0 < 00.09
-0
15 0
00
017 0018 0019 -0
020 0021 022
5
6
8
9
0 7
0 love
0 0
bleeding
3
0
0
0 -0
dark
2
0
0.03 0.03 -0
The
Scientist
melancholy -0
1
-0.1 0.07 0.04 -0 0.02 0.01
%
28%
0
-0
0
avg
0.20
0
0.09 0.03 -0
Mad World
sum
2.8
4
funny
0
0
0
n
14
3
0
0
0
0.06 0.10 0.02 0.05 0.22 0.02 -0.07 0.08 -0.06 0.00 -0.07 0.10 -0.06 0.10 -0.07
happy
2
0
-0
0.08 -0.13 -0.03 0.11 -0.01 -0.03 0.20 0.04 0.06 0.05 0.19 0.05 0.19 0.05
0
0
-0
-0 happy
-0 -0 -0 -0
0.01 0.01 -0.1 -0
0
0.1
0
1
0
-0
-0
0
0.08 0.07 -0.01 -0.10 0.03 0.01 0.00 0.04 0.06 0.07 -0.02 0.00 0.01 0.01 -0.02
0
-0.2 -0.2 0.04 0.03 0.08 0.03 -0happy
-0.1 0.02 -0
-0
-0
-0
-0
0.05 0.01 0.01 -0.06 0.03 -0.03 -0.03 0.03 0.01 0.05 -0.01 0.00 0.01 0.01 -0.01
0
0.05
0
0.05
-0
-0
0
0.01
0
Gary Jules
0.03 0.02 0.11 -0
0-0
0.08 0.08 0.13 0.08 0.03
0.04 0.04 0.06 0.06 0.06 0.06
4
0.2
0.10 8%
0 0 0 0 0 0 0 08 0
2
0.4
0.19 8%
0 -0 0 -0 0 -0 6n 0 0sum
-0 -024%
0 0
avg
%0 -0 24
1.00 -00.17
sad
-0.2 -0.1 0.75AVERAGE
0.75 0.75 -0.10 0.75 70.75 0.75 0.7
-0.10 0.75 0.10
24% 24.14
happy
3
0.5
0.13 13%
0
-0.1 -0 0.13 0.13 0.13 -0.03 0.13 40.13 0.13 0.7
-0.03 0.13 0.16
14% 13.79
funny
00 0
00 -0
Gary Jules
Mad World
-0.11
0
0
dark
0
0
0
melancholy
2
0 -0
0 -0 -0
0 -0 -0
0
0
0
0 -0
0
0
0 -0
0
0
0
0
0 -0
0
0 -0
0
0
-0cool
0.02 -0
0
00
0.8
-0 angry
0.09 -0 aggressive
0.02 0.05 0.09 0.04
0
Mu No h on
Metallica
C m Aw
Nothing Else Matters
W
-0 -0
0
0
0 -0
-0
0
0
0
-0 -0 0.14 0
0
0 0.100 -0
0
0
0 -0 -0
0
0 -0
6
4
0 -0
0 0 0 0 0 0 0 0 0 0 0 0
aggressive -0 0 0 -0 -0 -0
6
angry
0 -0
M
0
0
0
0
0
0
0
0
0
0
0
0 -0
0
0 0.11 0
0
0 0.200
0
0.22
12
2.62
12
13
2.62
13
14
2.62
14
1.66
0
0.10
0.22
0.22
1
1.24
1.52
1.52
1
1.28
1.28
1.28
1
0.86
0.86
0.86
1
0.81
0.81
0.91
2
0.57
0.57
0
0.00
0.00
4
0.14
0.14
4
1.78
1.90
9
1.84
1.84
11
0
16
2.78
16
1.66 2.10 2.23 2.39
0.26 0.13 0.26 0.17
12
0 -0
0 -0
0 -0
15
2.78
15
0
0
13
0
0
0
14
15
17
2.78
17
2.78
16
0
0
0
0
1.82
1.82
1.82
1.82
1.82
1.82
1.41
1.41
1.57
1.57
1.57
1.57
0.10
0.99
0.99
1.10
1.25
1.25
1.25
1.00
1.00
1.00
1.22
1.22
1.06
1.20
1.20
1.20
1.30
0.00 0.00
0.21 0.19
0.00
0.14
0.14
0
0
0.81
0.81
0.81
0.00
0.00
0.00
0.14
0
1.90
1.84
0
0 -0
0
0.19
0
0
0 -0
0 -0 0.13
-0
0 -0 -0 -0 0.12
-0
0.14
0
1.90
1.84
0 -0 -0
0 0.15
-0
0.32
0.99
0 -0 -0
0
2.96
0.32
1.28
0 -0 -0
0.32
2.78
1.66
0 -0
0
0
0
0
0.15
0
0
0
0
0
0 -0 -0 -0
0
0 -0
0
0 -0 -0 -0
0 -0
0.32
3.07 3.21
0.20 0.77
0.24
0.32
0.32
0.13
3.21
3.21
3.21
0.32
0.32
0.12
0.32
3.21
3.21 3.21 3.21 3.21
0.26 0.13 0.26 0.17
0.32
0.32
0.32
0.48
0.48
0.48
0.48 0.00
0.48 0.00
0.48 0.00
0.48
0.00 0.480.000.480.000.48 0.00
0.10
1.90
1.90
1.90
2.01
2.01
2.01
0.48
0.48
0.48
0 romantic
0 0 0 -0 0.12
0 0
0.48
0.48
0 -0
1.90
1.90
1.90
1.90
1.90
1.90
1.90
1.90
1.84
1.84
1.84
0.22
2.01
2.01
2.01
0
1.90
0 -0
0
0
1.90
1.90
1.90
2.01
2.01
0
2.01
0.00 -0
0.00 -0
0.00
0 -0 0.25
-0 -0 -0 -0
0 -00.000 0.00
-0 0.00
-0 0.00
-0 -0
soft
2.01
2.01
0 -0 -0
0
0
0
0
0 -0 -0
0 -0 -0
2.01
0.19 0.19
0 -0 mellow
-0 0 0.28
0 -00.00-0 0.100.23
0 0.10
-0 0.19
-0 -0
0 -00.19
0 -0
0.61
0 -0
-0 -0 -0
0.30
0 -0 -0
0
0
0.15
0.19 0
0.15
0 -0
0
0 -0
0
0.32
0
1.19
0
0
0.47
0
1.19
0
3.21
3.21
3.21
3.21
3.21
0.32
0.10
0.32
0.32
0.32
0.32
3.21 3.21 3.21 3.21 3.21 3.21 3.21 3.21 3.21 3.21 3.21
0.00 0.00 0.15
NaN 0.27
0.25 0.27 0.63 0.74
0.17 0.85
0.32 0.85 0.85
0.11 0.98 1.11
0.32
0.32 0.00
0.32 0.32 0.00
0.320.00
0.320.150.320.330.320.330.320.330.320.330.320.520.320.71
0.10 0.00
NaN
0.18
0.23
0
15
16
17
18
1.65
1.82
1.82
1.82
1.82
1.82
1.82
2.02
2.79
2.79
2.79
2.79
2.79
2.79
3.06
3.18
3.45
3.62
0.44
0.11
0.44
0.61
0.87 0.87
0.43 0.16
0.87
0.87 0.87
0.10 0.11
0.87
0.99
0.99
0.14
1.12
1.12
1.34
1.44
1.44
1.44
1.44
0.12
1.44
0.19
0.19 0.19
0.19
0.19
0.19
0.19
0.19
0.32
0.32
0.19
0.32
0.41
0.41
0.60
0.60
0.12
0.60
0.60
0.19
0.60
0.60
0.60
0.60
0.19
0.60
0.60
0.12
0.64
1.82
18
3.62
3.62
0.1
3.62 3.62
happy
3.62
1.55 1.55
0.10 0.11
0.60
0.00
0.00melancholy
0.00 0.00 0.00 0.00 0.00
0
0
0
0
0
0.84
0.84
0.84
0.00
0
0.00
0.00
0.00
0.00
14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
0.13 0.13 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26
0.36 0.36 0.36 0.36 0.36 0.36 0.47 0.47 0.60 0.60 0.60 0.60 0
0.60 0.60
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.86
0.86
0.86
0.86
0.95
0.95
1.07
1.07
1.22
1.68
1.68
1.68
1.68
1.68
1.68
1.91
2.04
2.04
60
80
100
dark
3.35
0.09
0.58
0.58
3.47
3.47
0.32
0.45
2.79
2.79
2.20
2.31
2.45
2.45
2.45
2.45
sexy
3.83
soft
4.17
0
cool
3.62
25.64
4.03
4.15
4.15
4.15
4.15
4.57
4.57
4.69
4.69
aggressive
12.82
2.63
2.63
2.79
2.79
melancholy
25.64
0.73
3.60
0.45
0.73
3.86
0.45
6.90
3.91
3.91
4.10
4.10
4.10
4.10
4.10
4.10
3.58
3.58
3.77
3.77
3.77
3.77
3.77
3.77
6.47 6.85 6.85 6.85 6.85
6.85
AVERAGE
0.29
6.90 7.27MAX
7.27 7.27 7.27
7.27
0.75
1.02
1.02
0
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.02
1.00
1.00
1.10
1.10
1.10
1.10
1.28
1.28
1.28
1.28
1.46
1.46
1.46
1.46
1.64
1.64
1.64
1.64
1.64
1.64
1.64
0.68
0.68
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
3.14
0.20
3.45
3.45
3.45
3.77
3.77
3.89
3.89
4.16
4.43
4.70
4.70
4.98
5.25
5.52
5.52
5.79
5.79
5.79
5.79
5.79
5.79
7.16
7.16
7.28
7.28
7.90
8.53
9.15
9.15
9.77 10.39 11.01 11.01 11.63 11.63 11.63 11.63 11.63 11.63
1.2078
0
10% 10.26
6.39 6.54 6.54 6.54
21% 20.51
26% 25.64
38% 38.46
1.4
0.14 20%
2.413
3.620
16
17
18
sad
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
2.42
2.42
2.42
2.42
2.42
2.42
2.74
2.74
2.85
2.85
SUM
2.85
2.85
2.85
2.85
0.67
0.67
1.00
1.00
1.00
1.00
1.00
1.00
1.00
1.00
1.23
1.23
1.23
1.23
0.201
1.23
2.85
42 43 44 45 46 47 48 49 50
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
2.85
0.403
1.23 1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
0.40
0.40
0.40
0.40
0.40
0.40
0.40
0.40
0.40
0.40
0.40
0.40
1.54 1.54 1.54 1.54
romantic
0.61
0.61
0.82
0.93
0.93
1.13
1.13
1.13
1.13
1.13
1.13
1.23
1.23
1.51
1.51
1.77
2.26 2.26 2.26 2.26 %
2.26
PRESENCE
0.52
0.66
0.74
0.74
0.9
0.77
0.77
0.87
1.01
1.01
1.39
1.39
1.39
1.54
1.54
1.54
1.54
1.54
1.54
1.54
0.76
0.76
0.76
0.76
0.95
1.34
1.34
1.34
1.58
1.58
1.58
1.58
0.14
1.58
1.58
1.58
0.66
0.66
0.66 0.98
0.14 0.09
0.98
1.18
1.28
1.28
1.28
1.28
1.28
1.41
1.41
1.54
0.09
1.74
0.72
0.72
0.72
0.72
0.72
0.72
0.91
0.91
0.91
0.91
1.10
1.10
1.10
1.10
1.10
1.25
1.25
1.25
2.6505
1.25
1.25 1.25
0.7
0.42
0.42 0.42
0.18
0.42
0.42
0.63
0.82
0.82
0.82
0.18
0.82
0.82
0.82
0.82
1.01
1.18
1.18
0.18
1.35
1.57
1.57
1.57
0.18
1.57
1.57
1.79
1.79
1.79 1.79 1.79
angry
0.11 0.11 0.11
0.12 0.22
0.11
0.11
0.11
0.11
0.11
0.22
0.11
0.11
0.11
0.11
0.23
0.23 0.23
0.18 0.22
0.23
0.33
0.33 0.33
0.12 0.22
0.33
0.33
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.53
0.53
0.53
0.53
0.53
0.18
0.53
0.53
0.12
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.72
0.72
0.72
0.72
0.72
0.11
0.72
0.17
0.72
0.72
0.93
0.93
0.93 0.11
0.93 0.16
1.21
1.21
1.21
1.44
1.44
1.44
1.44
1.44
1.44
1.44
0.85
1.00
1.19
0.18
1.34
0.12
1.45
1.45
1.45
0.18
1.45
1.45 0.18
1.45 0.12
1.45
2.35
2.35
2.35
2.35
2.35
2.50
2.69 0.12
2.84
0.15
0.16
0.44
0.17
1.58
3.0922
1.58
1.58 1.58
soft
0.13
0.8
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.95
1.95
1.95
2.11
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
0.89
0.89
0.89
0.89
1.00
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
1.13
0.74
0.74
0.74
1.00
1.00
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.12
1.12
1.12
1.12
1.12
1.12
1.12
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
1.23
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.37
0.46
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.55
0.68
0.68
0.81
0.81
1.16
1.16
1.16
1.26
1.37
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.20
1.20
1.20
1.20
1.32
1.32
1.32
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.45
2.91
2.91
2.91
3.27
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
3.62
0
2.78
2.78
2.78
2.78
2.78
2.78
2.78
2.78
2.78
2.78
2.78
2.78
2.78
1.48
1.48
1.48
1.67
1.67
1.67
1.67
1.67
1.67
1.67
1.67
1.67
1.67
1.67
1.67
sad
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.53
0.66
0.66
0.66
0.66
0.66
0.66
0.66
0.66
1.22 2.4879
1.22 1.22 1.4301.43
1.43
1.43
1.43
1.43
1.43
1.43
0.6
0.43 0.43 0.43 0.43 0.43
aggressive
2.2087
0.22
0.52
0.74
0.76
0.25
0.53 0.53
dark
0.5
0.00
0.53 0.00
0.53 0.00
0.53 0.00
0.53 0.00
0.53 0.00
0.53 0.00
0.53 0.00
0.53 0.00
0.53 0.35
0.53 0.35
0.53 0.35
0.53 0.45
1.44 1.440.111.440.171.44 1.44
melancholy
0.00
1.44 0.00
1.44 0.00
1.44 0.00
1.44 0.00
1.44 0.15
1.44 0.15
1.44 0.15
1.44 0.15
1.44 0.27
1.44 0.27
1.44 0.27
1.44 0.40
0.53
2.95 0.18
2.950.122.95
0.53
1.7670
2.95 0.4
2.950.182.95 0.16
2.95 0.30
2.95 0.30
2.95 0.30
2.95 0.70
2.95 0.87
2.95 1.14
2.95 1.14
2.95 1.50
2.95 1.84
2.95 1.84
2.95 1.84
2.95 1.84
sad
0.16
0.44
0.17
0.3
1.3252
0.2
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 350.8835
36 37 38 39 40 41
0.72
0.72
0.82
0.94
0.94
0.94
1.36
1.52
1.52
1.62
1.73
1.73
1.73
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.99
1.99
2.08
2.20
2.20
0.49
0.68
0.68
0.68
0.68
0.68
0.68
0.68
0.87
0.87
0.87
0.87
0.87
0.99
0.99
1.17
1.17
1.17
1.17
1.36
1.36
1.48
1.48
1.48
1.48
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.27
0.27
0.27
0.27
0.27
0.27
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.21
0.21
0.35
0.45
0.45
0.45
0.65
0.65
0.65
0.80
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.98
0.98
1.13
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.36
0.54
0.54
0.54
0.54
0.54
0.54
0.54
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.90
0.90
0.90
0.90
1.08
1.08
1.08
1.08
1.08
0.74
0.96
0.96
0.96
0.96
0.96
0.96
0.96
1.18
1.18
1.18
1.18
1.18
1.18
1.36
1.58
1.58
1.58
1.70
1.92
1.92
1.92
1.92
1.92
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.47
0.47
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.33
0.33
0.33
0.33
0.45
0.62
0.62
0.62
0.62
0.62
0.62
0.73
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.18
0.18
0.36
0.47
0.47
0.47
0.65
0.65
0.65
0.83
0.95
0.95
0.95
0.95
0.95
0.95
0.95
0.95
0.95
0.95
1.07
1.07
0.74
0.74
0.89
1.05
1.05
1.05
1.49
1.66
1.66
1.80
1.97
1.97
1.97
2.10
2.10
2.10
2.10
2.10
2.10
2.10
2.27
2.27
0.4417
0
42 43 44 45 46 47 48 49 50
happy
0.00 0.00 0.00 0.00
sexy
1.26 1.26 1.26 1.26
soft
cool
2.14 2.14 2.14 2.14
aggressive
0.59 0.59 0.59 0.59
melancholy
0.00
0.00
0.00
0.00
0.00
1.08
1.08
1.08
1.08
1.26
1.92
1.92
1.92
1.92
2.14
0.59
0.59
0.59
0.59
0.59
0.89
1.7771
1.00
1.18 1.18
1.18
1.18
1.18
1.18
1.18
1.24
1.36
1.36
1.54
1.54
1.54
1.54
1.54
2.41
2.58
2.58
2.58 3.02
1.4216
3.18
3.18
3.18
3.18
2.1325
1.36
1.0662
0.7108
0.66 0.66 0.66 0.66 0.66
0.66
AVERAGE
0.17
1.43 1.43MAX
1.43 1.43 1.43
1.43
0.44
funny
0.00 0.00 0.00
romantic
1.26 1.26 1.26
mellow
angry
2.14 2.14 2.14
dark
0.59 0.59 0.59
sad
0.00
0.00
0.00
0.00
1.26
1.26
1.26
1.26
2.14
2.14
2.14
2.14
0.59
0.59
0.59
0.59
1.18
1.18
1.18
1.18
1.18
1.18
1.18
1.18
1.54
1.54
1.54
1.54
1.54
1.54
1.54
1.54
1.54
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
1.13 1.13 1.13 1.13 1.13
1.13
AVERAGE
0.21
2.26 2.26MAX
2.26 2.26 2.26
2.26
0.98
1.13
1.77
0.1
2.20
2.63
cool
AVERAGE
0.93
funny
sexy
happy
0.66 0.89 0.89
romantic
funny
0.74
0.74 0.74
happy
soft
sexy
0.76 0.76 0.76
1.12 1.12
funny
mellow
romantic
0.25 0.25 0.25 sexy
0.25 0.25
cool
soft
0.45 0.45
0.45
0.68 0.68
romantic
angry
mellow
0.40aggressive
0.70 0.92 soft
0.92 0.92
cool
1.84 2.42 mellow
2.91 dark
2.91 2.91
angry
cool
melancholy
aggressive
angry
sad
dark
aggressive
melancholy
dark
sad
melancholy
1.74 1.74 1.74
mellow
0.21
1.74 1.74
0.14 0.09
0
1.0612
2.1225
0.151
happy
0.09
2%
sad
17
12
2.9
1.6
0.17
0.13
34%
24%
AVERAGE
10
1.5
0.13 20%
happy
n
11
dark
melancholy
0
0 -0
0 -0
funny
M
3.1837
sad
0
0
0.00
0.26
0.84
0.84
0.00 0.00
8.595
0.84
0.26
0.26
0.00
0.26
1.22
1.22
1.22
1.22
1.22
1.22
2.04
2.04
2.04
2.18
2.18
2.18
1.5
3%
0.21
0.0
0.00
0
0%
11% 11.11
0
0%
2
0.3
0.13
9
11
1
1.2
2.2
0.14
0.20
2
0.11
45.45
47.73
54.55
52.27
52.27
11.36
20.45
11.36
54.55
52.27
0.84
0.20 27%
0.00
12.892
0.26
2
%
31% 30.56
6% 5.556
0
0
sad
AVERAGE
6% 5.556
25
25%
31% 30.56
3
0.13 17%
SUM
0
20
0
0.5
33.33
40
60
80
1.0
1.5
2.0
%
100
2.5
PRESENCE %
M
22.22
14.81
22.22
1.0
2.778
PRESENCE %
happy
funny
happy
sexy
funny
romantic
sexy
soft
romantic
mellow
soft
cool
mellow
angry
cool
aggressive
angry
dark
aggressive
melancholy
dark
sad
melancholy
sad
6
19% 19.44
39% 38.89
happy
funny
sexy
romantic
soft
mellow
cool
angry
aggressive
dark
melancholy
sad
0
20
40
60
80
100
1.22
2.18
%
%
M
1.206
2.412
0.339
3.618
0.679
AVERAGE%
PRESENCE %
happy
funny
happy
sexy
funny
romantic
sexy
soft
romantic
mellow
soft
cool
mellow
angry
cool
aggressive
angry
dark
aggressive
melancholy
dark
sad
melancholy
sad
0.302
0.84
0.26
0.18
0.8
0.09
0.00
avg
2.0
9
SUM
2.4
0.22 31% 30.56
0
0
dark
0
dark
melancholy
0
melancholy
sad
0
sum
11
24
4
< 0.09
SUM
funny
happy
0
sexy
funny
0
romantic
sexy
0 romantic
soft
soft
0
mellow
mellow
0
cool
cool
34
angry angry
0 -0
0.84
7
4.297
M
1.13
2.26
AVERAGE
0
0 2
0 2
0.13 aggressive
0
aggressive
0.15
0 0.190 -0 0.190 -0
0
0.164
0.329
0 10 20 30 AVERAGE
40 50 60 70 80 90 100
0 10 20 30 40 50 60 70 80 90 100
PRESENCE %
PRESENCE %
happy
0.1
0.00
sum0.10 avg 0.10 %
12.9 0.68 43% 43.18
4.0
0.16 57% 56.82
AVERAGE
sexy
happy
romantic
funny
soft
sexy
mellow
romantic
cool
soft
angry
mellow
aggressive
cool
dark
angry
melancholy
aggressive
sad
dark
melancholy
15
1.97
0.40
0.64
7.27
18% 17.95
0.68 0.68 0.68 0.68
0.00
28% 28.21
0.40
0.66
0.21
6.85
0.00
0.00 0.64
0.00 0.64
0.00 0.820.000.820.00
0.64 0.64
0.82 0.00
0.82 0.00
1.00
0.40
0.76
0.13
1.58
3.54
6.47
0.40
0.72
3.99
3.54
3.40
0.40
0.66
0.86
3.99
1.39
3.72
0.40
0.76
3.54
0.86
6.53
0.40
0.64
3.99
6.08
0.40
0.72
3.54
0.95
3.21
0.40
0.66
3.54
0.73
3.54
0.40
0.76
3.99
0.59
6.16
0.40
0.64
3.54
0.73
3.99
0.59
5.70
0.40
0.58
3.35
0.73
3.99
0.45
3.35
14
happy
0.73
3.86
0.45
3.16
0.67
0
0.73
3.73
2.98
0.40
0.46
0.09
0.15
0.46
2.41
0.40
0.76
0.17
3.22
0.09
0.31
0.64
0.13
0.46
2.60 2.79 2.79
funny
romantic
4.54
4.92 5.31 5.31
mellow
5.06 5.43 5.79 5.79
angry
2.98 3.17 3.35 3.35
dark
2.64
sad2.83 3.02 3.02
2.22
0.31
0.58
0.16
3.09
0.09
2.22
0.20
0.33
0.14
0.15
0.46
3.09
0.00
2.22
0.20
0.76
0.53
0.34
3.09
0.00
2.22
0.20
0.64
2.35
0.09
2.98
0.00
2.05
0.20
0.58
1.58
0.09
2.87
0.00
0.20
0.33
1.74
1.54
0.09
happy
38.46
1.90
1
aggressive
0
0.09
8 0.09 0.09
1.50.09 0.18
30% 29.63
0.09 0.09 0.09
8
1.4
0.18 30% 29.63
0.00 0.00 0.00 0.00 0.00 0.00
11
3.6
0.33 41% 40.74
0.84
0.00
0.20
0.64
sad
0.84
0.00
0.20
0.58
sad
0.84
0.84
0.00
0.20
0.20
0
0.09
0.84
0.20
0.76 0.76
0.14
< 0.09
0
0.00
0.98
happy
funny
sexy
romantic
0.24
0.61
0.61
1.54 0.43
1.54 0.43
1.54 0.43
1.54 0.43
1.54AVERAGE
1.54 0.61
1.54 0.61
1.54 0.61
1.54 0.61
1.54
1.54 0.61
1.54
0.21
soft
mellow
0.25
0.92
1.58 0.47
1.58 0.47
1.58 0.47
1.58 0.77
1.58 0.92
1.58 0.92
1.58MAX
1.58 1.08
1.58 1.23
1.58 1.23
1.58 1.23
1.58
cool
angry
happy
funny 0.77
aggressive
dark
0.00
0.16
0.16
0.28
0.28
1.74 0.00
1.74
1.74
1.74 0.16
1.74 0.16
1.74 0.16
1.74
1.74
1.74 0.38
1.74 0.52
1.74 0.52
1.74
sexy
romantic
melancholy
sadmellow
soft
0.00
1.25 0.00
1.25 0.00
1.25 0.00
1.25 0.29
1.25 0.29
1.25 0.29
1.25 0.29
1.25 0.55
1.25 0.55
1.25 0.74
1.25 0.74
1.25
cool
angry
0.10
0.23
0.66
1.79 0.23
1.79 0.23
1.79
1.79 0.23
1.79 0.35
1.79 0.50
1.79 0.66
1.79
1.79 0.66
1.79 0.66
1.79 0.66
1.79
aggressive
dark
0.18
melancholy
sad
0.00
0.43 0.00
0.43 0.00
0.43 0.00
0.43 0.00
0.43 0.14
0.43 0.14
0.43 0.14
0.43 0.14
0.43 0.14
0.43 0.14
0.43 0.14
0.43
0.09
0.73
0.00
0.60 0.00
0.60 0.00
0.60 0.00
0.60 0.00
0.60 0.00
0.60 0.00
0.60 0.00
0.60 0.00
0.60 0.11
0.60 0.11
0.60 0.20
0.60 0.20
0.19
0.60
0.00
0.00
0
0.00
40
0.60 0.60
sexy
0.60
0.09
0.00
0.73
42 43 44 45 46 47 48 49 50
0.00
1.55 0.10
1.55 0.10
1.55 0.10
1.55 0.10
1.55 0.10
1.55 0.29
1.55 0.29
1.55 0.29
1.55 0.29
1.55 0.52
1.55 0.52
1.76
0.09
0.09 0.09
dark
0.00
20
4
5 44
6 45
7
8
9 10
11 12
42
43
46
47
48 49
50 13
1.55 1.55 1.55 0.00
1.55
1.0
funny
0.43 00.16
0.67
dark
0.09 0.09
0
0.09
0.73
2.48
2%
0.15
29.63
8 0.67 0.67
1.20.77 0.15
0.77 0.77 30%
0.77
5 2.01 2.01
0.62.13 0.11
19% 18.52
2.13 2.13 2.13
0.67angry
0.67 0.67
melancholy
0.00 0.00 0.00
0.47
angry
0.09
0.00
0
0.00
3.62 0.00
3.62 0.00
3.62 0.00
3.62 0.25
3.62 0.25
3.62 0.25
3.62 0.43
3.62 0.75
3.62 0.75
3.62 0.86
3.62 0.86
3.62 0.86
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
cool
1.35 aggressive
1.45 1.56 1.56 1.56
aggressive
0.11
0.49
happysexy
1
2
3
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39
40
41
14
0.44
0.10
0.13
0
1.35 1.35 1.35
0.09
0.00
happy
3.21
0.27
0.15
0.47 0.470 0.47
1.35
0.27
0.00
3.0153
sexy
sexy
funny
0.09
0.11
0.56
0.17
0.27 0.270 0.27
0.47
0.09
0.00
SUM
0.1
0.0
0.27
0.27
0.00
0.00
0.31
mellow
1.38
0.11
0
0.47
0.00
0.09
0.31
0.6
0.24
0.240.000.24 0.00
0.24 0.00
0.24 0.00
0.24 0.00
0.240.00
0.24
0.00 0.24
0.00 0.24
0.00 0.24
0.00 0.240.00
0.00
0.00
0.00
0.000.000.24
0.000.000.24
0.00
0.00
0.00 0.18
0.00 0.36
0.00 0.360.000.640.00
0.00
0.000.24
0.000.240.00
0.180.240.00
0.180.240.18
0.64 0.00
0.64 0.00
0.64 0.00
0.64
13
17
0
0.00
0.09
AVERAGE
0.12
0.10 0.13
0.36
0.22 -0
aggressive
soft
0.4
0 -0
0
0 0 -0
0 0 0NaN 0 00.12 00.15 00.16 0 0 0 0 00.11 0.17 0 cool
7
1.30.11 0.18
angry
cool
0.8
0.48
0.48 0.00
0.48 0.00
0.48 0.10
0.480.10
0.48
0.00
0.100.48
0.260.480.00
0.260.480.00
0.260.480.26
0.520.00
0.52 0.00
0.52 0.00
0.52 0.00
0.52 0.00
0.52 0.52
0.680.00
0.680.09
0.68
0.00 0.48
0.00 0.48
0.00 0.48
0.00 0.480.000.480.000.48 0.00
0.00
0.00
0.00
0.000.100.48
0.000.100.48
0.00
0.00
0.00 0.26
0.00 0.26
0.00 0.260.00
0.00 0.52
0.00 0.68
0.00 0.680.00
0.00
angry
0 aggressive
00.10 0 0 -0 dark
-0 -0 0 0 0NaN 0 00.14 0 0 0 0 0 0 00.12 0.15 mellow
0
2.10.12 0.090.19
0.5
angry 11
0.3 1.2061
1.90 1.90 1.90
1.90 1.90 1.90 1.90 0.25
1.90 1.90 0.40
1.90 1.900.55
1.900.551.900.871.900.871.900.981.900.981.901.251.901.53 1.80 1.80 1.80 1.80 1.80 1.80 1.89 1.89 1.89 2.21 2.21 2.33 2.33 2.60 2.87 3.14
aggressive
0.10 0.40
0.10
0.10 0.40
0.10 0.10cool
0.10 0.20 0.20 0.200.140.20 0.20
0.20
0.20
0.10 0.10
0.35 0.20 0.20 0.20
0.11 0.11
melancholy
00.00-00.00
-0 0.00-0 0.10
-0 0.100 0.10
-0 -0
0 0NaN
00.10 00.100 0.100 0.100 0.10
00.350.10
0 0.10
0 00.10
0.13
0 0.23
4
0.60.10 0.6
0.15
dark
aggressive
2.01 0.2
2.01 2.01 2.01 2.01 2.01 2.01 0.58
2.01 0.80
2.01 0.80
2.01 0.80
2.011.17
2.011.172.011.792.011.792.011.922.011.922.012.542.013.16 3.78 3.78 3.78 3.78 3.78 3.78 3.78 3.78 3.78 4.40 4.40 4.53 4.53 5.15 5.77 6.39
0.4
0.13 0.560.11
0.30 0.22
0.12 0.89 0.89 0.89
0.28-00.28-0 0.280 0.280 0.37
0.37
0.37 00.47 00.15
0.470 0.560 0.56
0.65
0.65
0.65 0.65 0.28
0.74 0.74 0.89 0.89
0.9
sad
angry
-0
-0 0.37
0 0.37
0 0NaN
0 0.56
00.120.56
0 0.56
0 00.56
0 dark
8
1.20.13 0.99
0.15
melancholy
0.4
dark
melancholy
0.16 -0
0.14 0
0.58 0.50
0.36 0.35
0.11 00.100.6031
aggressive
0
0 -0sad
0 -0
0NaN 00.40 00.18 00.26 0 00.36 00.35 0 0 0
0.09
0
10
1.5
0.15
melancholy
0.3
0.2
sad
0 0 0 -0 -0 0 0 -0 0 0 0 0 0 0 0 0 0 0 0 < 0.09 0 dark
3.2
0.21
sad 15
0
0
melancholy
0.2
AVERAGE
0.44
16
0
0.00
0
0.09 0.09 0.09 0.09 0.09 0.09 0.09
angry 0.00 0.00 0.00
8
1.6 0.090.1
0.20 23%
0.00
0.00 0.00
0.31 0.31 0.31 0.31
0.31 0.31 0.31
1.0701
2.1403
3.2104
aggressive
0
0.00
0.00
melancholy
0.24
0.24 0.00
0.24 0.00
0.24 0.00
0.24
0.00 0.240.000.240.000.24 0.00
1.84
15
1.19
0.18
0.00
0.31
1.26
14
0.47
00.82 01.07 01.07 01.19 0 1.190
0.00
0.09
0.31
12
13
00.37 00.37 00.37 00.47 0 0.470
0
0.62
0.00
0.09
0.31
0.44
12
0
0.37
0.00
0.09
0.18
0.99
11
0
0.62
0.00
0.09
0.00
0.24
1.90
0 -0 -0
0
0.37
0.18
0.00
0.09
0.00
0.24
0.14
0 -0
0
0.00
0.09
0.19 -0
0.17 0 -0
0.17 0.22
0 -0 -0 sexy
0 -0 -0
0 -0
1.84
0 -0 -0 -0
3.21
0.32 0.32
0.22 0.10
1.90
0
0
1.77
0.00
0.09
0 0.00
0.00
0.00 0.09
2.0
funny
melancholy
1.24
0.13 1.24
0.98 1.52
0.451.52 1.52 1.52 1.52 1.87 1.870.321.99 2.100.112.10 2.10 2.23 2.36 2.48 2.48 2.48
42 43 44
45
46 47 48 49 50
romantic
funny
n
sum avg 0.00
% 0.00
0.89
1.00
1.33 1.330.231.33 1.52 sad
1.71 1.90 1.90 1.90
0.15 0.89 0.89 happy
0.331.00 1.00 1.00 1.16 1.16 1.33 AVERAGE
1.8
0
0 -0 -0 0 -0 -0 0 -0 0 -0 0 0 0 0 -0 -0 0 0 -0 soft
0 happy
0 0 0 romantic
0 mellow
0 funny
0 0 0 0 0
2.8
0.19 38%
happy 15
1.82 1.82 1.82 1.82 1.82 1.82 1.82 1.82 1.82 1.82 1.82 1.82 0.8
1.82 1.82 1.82 1.820.9
1.82 1.82 0.19
1.82
1.82 1.82AVERAGE
1.820.341.82angry
1.82
1.82 1.821.42 1.81 1.81 1.81 1.81 1.81 1.81 1.99 1.99 1.99 2.30 2.30 2.30 2.30 2.69 3.08 3.46 3.46 3.62
0.22
sexy
romantic
0.19
0.19
0.651.82
0.651.820.65
soft 1.82cool
NaN 0.19 0.34 mellow
0.11 0.65 1.04
0.09
0.11
0.09
funny
0.09
0.19
0 -0 -0
0 0 0 -0 0 -0 0 0 0 0 0 romantic
-0 sexy
0 -0 -0 0 aggressive
0 soft
0 0 0 0 dark
0 mellow
0 0 0 0 0 > 0.25 0
1.6
1.7
0.17 26%
funny 10
angry
1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 1.57 cool
1.57 1.57 0.00
1.57 0.00
1.57 1.57 1.57
1.570.591.570.591.570.701.57
0.76
0.701.571.071.571.44 1.81 1.81
1.99 1.990.202.18 2.18 2.18 2.59 2.59 2.71 2.71 3.07 3.44 3.81 3.81 4.03
0.24 0.00
0.20
NaN 0.00 0.18
0.18 0.18 MAX
0.21 1.81
0.111.99
sexy
0.14
0.38
0.7
cool
angry
soft
melancholy
sad
happy
romantic
0 -0 -0
-0 1 0 20.15
0 3
-0 -0
-0
0
0
0
0
0
-0
-0
-0
-0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
0
0.0
0.00
0%
aggressive
dark
4
5
6
7
8
9 2.4122
10 1.4011 1.400.8
121.4013
14 15
16
17 1.40
18
19 20 21 22 23 24 25 26 27 28 29 30 31sexy
32 33 34 35 36 37 38 39
1.40 1.40 1.40 1.40 1.40 1.40 1.40 1.40 1.40 1.40 1.40 1.40 1.40 1.40
1.40 1.40 0.00
1.40
1.40 1.400.22
1.40 1.400.521.400.521.400.521.400.711.400.89 1.08 1.08 1.23 1.62 1.62 1.62 1.62 1.76 1.76 1.92 1.92 1.92 1.92 2.11 1.4
aggressive
0.00
2.30 2.48 2.48 2.48
0.25 0.00
0.22
NaN 0.09
0.30 0.15 0.35 0.52dark
0.17 0.15
0.28
0.25
0.18
0.17 0.15
romantic
0.20 0.39
0.24
mellow
funny
-0 -0
-0 -0 -0 -0
-0 0 0 -0 -0 -0 -0
-0
-0
-0
0
-0
-0
0
0
0
0
0
0
0
0
0
0
0
0.23
0
soft
melancholy
sad
5
0.7
0.13
13%
melancholy
0.00 1.220.001.220.001.22 0.12
0.24 0.6
0.24 1.22
0.36 1.22
0.36 1.220.481.220.481.22 0.48
0.48
0.48
0.48
0.48 1.22
0.60 sad
0.60 0.60 0.60 0.60 0.60 0.60 0.72 0.72 0.84 0.84 romantic
0.96 0.96 0.96 0.96 0.96 0.96 0.96 0.96 0.96 1.07
1.22
1.22 1.22 1.22
1.22 0.12
1.22 0.12
1.22 0.12
1.22 1.22
1.22
1.22 0.00
1.22
1.22 0.00
1.220.17
1.22
0.00
0.00
0.31 0.451.220.451.220.451.220.451.220.641.220.83 1.02 1.02
1.38 1.57 1.2
1.76 1.95 1.95 2.06
happy
0.14 1.02 1.11
0.241.11 1.11 1.11 1.24 1.24 1.380.111.38
0.7
0.32
0.20 -0
0.09 -0 -0 -0 -0 -0
0.13 -0
0.13 0
0.20 0
M0.131.38 1.4
sexy
0 0 -0
0
0 mellow
0 0 cool
0 0 -0 00.16 0NaN 0 0 0 00.12 0 00.11 00.13 0 0
0.21
0 soft
0.14 26%
soft1.27 10
0.00 1.300.001.300.001.30 0.00
0.15 0.5
0.15 1.30
0.28 1.30
0.28 1.300.281.300.281.30 0.38
0.47
0.47
0.47
0.470.521.30
0.470.521.30
0.47
0.57
0.66 0.52
0.81 0.52
0.81 0.780.810.780.94
1.37 1.02
1.37 1.021.371.021.37
1.30 1.30 1.30 1.30
1.30 0.00
1.30 0.00
1.30 0.15
1.30 1.30
1.30
1.30 0.00
1.30 0.10
1.30 0.27
1.300.27
1.30
0.00
0.521.30
0.521.300.66
0.521.300.66
0.521.300.52
0.78 0.94
0.78 0.94
0.78 1.13
1.02 1.27
1.020.261.02 1.02
1.02 1.37
1.02 1.37
1.02 1.02
mellow
0.19 -0 -0 -0
0.19
0.15 -0 -01.8092
angry
romantic
-0funny
-0 -0
0 0 -0 -0 -0 0
-0 cool
-0
0 -0 -0 0 0NaN 00.29 0 0 0 00.26 0 00.19 0 0
0.19
0
00.19 0.0
0.00 0%
1.0
3.07
0.14
0.11
0.18
0.17
1.47
mellow
0.00
0.09
0.00
1.038 39 40 41
funny
19 20 21 22sad
23 24 25 26 27 28 29 30 31 32 33
34 35happy
36
37
0.9
1.00 1.00
0.13 0.20
0 0.16
-0 -0 -0 -0 -0 -0
0 -0
melancholy
2.78
18
0.32
0 -0 -0 -0 -0 0.15
-0 -0
0 -0
2.78
17
0.32 0.32
0.16 0.26
0.62
0.10
09.091
0 0 0 0 dark
0 0 0 0 0 0 0 0 0 0 0 0
0.00 0.00 0.32
0.00 0.000.120.00 0.00
0.00 0.27
0.00 0.27
0.00 0.000.270.00 0.00
0.27 0.00
0.27 0.00
0.27 0.00 0.27
018.18
0 melancholy
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
0.00 0.00 0.62
0.00 0.000.130.00sad
0.00
0.00 0.62
0.00 0.62
0.00 0.000.620.00 0.00
0.62 0.00
0.62 0.00
0.62 0.00 0.62
036.36
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
0.19
1.15 1.150 1.32
0.00
0.09
0.00
sad
0.37
012.12
0 00.41 0 0.410 0.410 0.410 0.51
0
0.23 0.23aggressive
1.15
0.00
0.09
0.00
0 2
0 36
1
0
0
MAX 0.74
0.00
0.09
0.00
36%
0.14
2.41 2.41 41%
2.41
40.74
112.17 2.17
2.32.41 0.21
29.63
1.77 1.77 1.77 1.898 1.89 1.89
2.03 2.03 30%
2.03
1.12.03 0.14
mellow
18.52
1.20.27 0.24
0.27 cool
0.27 0.27 0.275 0.27 0.27
0.27 0.27 19%
0.27
0.00
0.09
0.16
0.1
2.17
2.17
0.00
0.09
0.09
0.00 0.00
2.9
2.1
2.17
2.05
0.00
0.09
0.00
18
0.8
soft
1.93
0.00
0.09
angry
0.3
0
0 -0 -0 -0
0
0
romantic
1.93
soft
0.00
0.09
0 0.00
0.00
0 39 40 41 42 43 44 45 46 47 48 49 50
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38
1
2
3
4
5
6
7
8
9 10 11 12 13
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.11 0.11 0.22 0.36 0.36 0.36 0.36
dark
3.6183
cool
027.27
0 0 0 0 0.170 0.170 0.26
0
0.00 0.00 0.00 0.17angry
romantic
1.93 1.930 1.93
0.21
1.84
0.00
0.09
0.00
0
1
0.17
M
2.89 2.89 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07 3.07
2.25
3.7619
3.76
4.510.17
5.2627
6.0228
6.7729
6.7730
6.77 31
6.87 32
6.87 33
7.62 34
7.62 35
7.62 36
7.62 37
8.37 38
9.12 39
9.88 40
9.88 41
10.63 42
11.38 43
12.14 44
12.14 45
12.89 46
12.89 47
12.89 48
12.89 49
12.89 50
12.89
1 0.38
2 0.38
3
4 0.38
5 0.75
6 0.75
70.171.50
8 1.5047
9 1.50
10
11 0.20
12
15 3.7616 3.7617 3.7618
203.76213.76224.51234.51244.5125
26
1.035 360.12happy
0.17 34
0.17
0.18
0.17
0.12
0.17
0.18
0.19
19 20 21 22 23 24 250.17260.18
27 28 0.17
29 0.20
30 31 32 33
370.17
38 39
40
41 0.38
42
43
44
45
46
481.5049
503.0013 3.7614 3.76
0.32
0 -0 -0 -0 -0 -0
0 -0 0.13
-0
18
2.89
18
W
soft0.14 0.40
mellow
0.12
0.37 0.37 0.37
0.37 0.37 0.37
0.37
romantic
0.00 00.00 00.00
0.00
018.18
0 0.000 0.000 angry
0 0.00
0 0.12
0 0.24
0 0.24
0 00.24 00.24 00.24 00.48 0 0.480 0.810 1.550 1.75
0
cool
0.14
0.17
0.19 0.19 0.19
0.19 0.19 0.19
0.19
soft
aggressive
00.17
00.17 00.17 0 0.170 0.170 dark
0 0.47
0 0.47
0 0.47
0 0.47
0 00.59 00.59 00.59 00.73 0 0.730 0.730 1.000 1.00
0
0.17
30.3
mellow
0.14 0.11 0.14
0.19 0.19 0.19
0.19 0.19 0.19
0.19
melancholy
sad
024.24
0 0.27
0 0.27
0 0.27
0 0.27
0 00.27 00.27 00.27 00.27 0 0.270 0.270 0.270 0.27
0
0.14 00.14 00.27 0 0.270 0.270 0.27
0.00
0.09
0.00
2%
7
0
0 0.140 -0 0.13
-0 -0
0 -0
n
19
0 0.120 0.120
0 0.180 -0 0.170 -0
0
0
0.00
0.00
0.00
0.09
14
00.23
00.19
0
0
00.25
00.21
0 -0
0.00
0.00
0.1
0
0
0 0.12-0 0.140
-0 -0 0.24 0 0.18 0 -0 -0 -0 0.110
0.00
dark
0
0.09
aggressive
6
0
0
No h on
C m Aw
1
0
> 00.25
0
3
cool
0
0
0.8
romantic romantic
aggressive
dark
8.595
00.17 -0 -0 -0 -00.13 -0 00.16 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 00.12 0 -0 -0 -00.12-0 -0romantic
-0 -0
0.13
-0.12
-0.19
aggressive
dark
0.12
0.37 0.37 0.37
0.180.12
0.20
0.40
0.12
0.37 0.37 0.37 0.11
0.22
0.12
0.120.00 1.2
0.120.40
0.12
0.12
0.00
0.00-00.00 0.000 0.18
0.00
0.00
0.00 00.00-00.00
0.00
0.00
0.11 0.110
0.110 0.11
0.11
0.00
soft
melancholy
sad
happy
00.00
00
00 0.0000 0.00
-00 0.00
00 0.00
00 -0
0 0.00
0 0.00
0 0.00
0 -0
00.00 00.00
018%
0
melancholy
sad
-0
0 -0 00.13
0 0 0 0-0 0-0
0 -0 0 0-0
0 -00 -0-0 -0-0-0 0-0-0-0-0-0 0-0-00 00 0sexy
-00 00 0.0000soft
00.21
00.01
0-0.01
0 0 0melancholy
0 00
0.210 0.00
00 soft
6 -0 01.6happy
0.260 0.00
0.15 -0 0
0.11 00.15 -0 0
0.15 0
soft
sad
-0
00.6
0.7 0.19
0.09 0.12 0.14 0.17
0.19 0.19 0.19
0.390.13
0.14 0.14 0.17
0.15
0.130.00
0.10 0.00
0.15 0.10 0.15
0.19
0.10 0.20 0.20 0.190.200.190.20
mellow
0.00
0.00
0.10 00.10
0.10
0.20
0.20 0
0.20 00.20
0.8
-00.00
-00 0.09000.00 00.00-000.0000 0.00
-00 0.00
00 0.00
00.10
000.09
0
0 0mellow
-0 0.20
-0 -0
-0
0 01.70 00.170 0.20
030%
0
0.17
0.17
-0 -00 -0
-0
0 0 0 -0 -0
-0 -0
-0
-0 funny
0 0 0 0 0 0 -00 0-0 0-0-0
0-00.00
00.09
0-0.10
0-0.10
0 0.00
0 00
0.19
0-0 0.200 0.20
mellow
romantic
1.0
0.10 -0
0.09 -0 -0 0
0.22 -0 -0 -0 -0 -0 -0 -0 0
funny
mellow 10
-0
-0 00 0-0 0-0 0-0
0.17 0.14 0.14
0.19 0.19 0.19
0.09
0.14
0.14
0.19 0.19 0.19
0.11
6.446
0.5
0.6
cool
00.00
00
-00 0.00
-00 0.00
00 0.00
00 0.10
00 0
00.100 0.10
-0 0.10
0 0.10
0 -0
-0 0.20
-00.16
-0 0.20
024%
0
0.00
0.00
0.00-0
0.10
0.10-00.100.17
0.10
0.10 -0
0.10 0
0.10 00.20
0.20
0.20
-0
0 -0
-0
0 0 0-0
-0 -0 0 -0
-0
-0 -0 -00 -0-0 -0-00 0-0 00 -0-0 00 -0-0 00 0soft
0
0-0.10
00.18
00.00 00.00000.00
0 -00
0.00
0.14
0-0cool
8 00.20-01.2
0.14 0
0.25 -0 0
0.25 00.13 -0 0
0.11 -0 0sexy
-0
-0-0-0 00 0.0000cool
0.07
cool
sexy
0.10 0.17
0.25
0.26
0.25
0.8
00.00
00
00 -0
0
00.00-0 0.09
0 0.090 0.09
-0 0.09
-0 -0
0 -00.09 -00.09
-00.20
-0 0.09
027%
0
-0 0-0
-0 0-0
-0 -0-0 0 0 0 00 -0-0 00 00 00 -00 00 000.4
00 00 0.00
0-0angry
0-0.27
0-0.07
00.22
00.00 00.00-000.0000 0.0000 0.00
0 -0
0 0.6
0 00
0angry
0.00
0.00
0.00-0
0.00
0.00
0.00
0.00 00.000.15
0.09
0.09
0.090 0.09
0.09
9 00.09 01.8
0.00
0.00
0.5
angry
romantic
0.14 0
0.10 0
0-0 00 0-0 0 0 0 0 -00 -00 -0
angry
mellow
romantic
0.18
0.18
0.28
0.18
0.18
aggressive
-00.00
-00
00.00 00.00-000.0000 0.00
-00 0.00
00 -0
0 -0
0 00 0.000 0.00
-0
0 0 -0 -04 00.00-00.4
0 0 0.000 0.00
012%
0
0.10 -0
-0 -00 -0
-0 -00 -00 -00 0-0
0 -0 0 -0 soft
0 0 0 -00 0 -0-0-0-0 0-0 0-0 0-0-0-0 00 0-0 aggressive
0-0
0-00.0000.10
00.01
0-0.04
0-0.09
0 -0
0 0
0 -00
aggressive
0.6
0.00
0.00
0.00 0
0.00
0.00
0.00
0.00 0.000.13
0.00 0.00
0.00 0.00 0.00 0.00 0.00
0.00 0.000.11
-0
-04.297
0.13
0.13
0.34 -0 -0 -0 -0 -0
aggressive
0.3
0.4
0.10
0.17
0.25
0.17
cool
soft
dark
-000.03
-00 -00 0 0.10
-00 -00 -0
00 -00 00 0.4
-00 00 0 -0
-0 0-0dark
0 -0 -0
00.15-0 03 -0 00.50 0.1000.180 0.09
09%0
0 -0 -0 -0 -0 0-0 -0
-0 -0
-0 0 0 -00 -00 0-0 0-0 -0-0 -0 00.10
-0-0-00 -0-0-08.37E-04
-0
0
0 0.10
0.11
0.09
0.09
0.09 0
0.09
0.09
0.09 -0
0 0-0-0-0
-0-0-0 00 0.1000dark
-0.16
-0.07
9 -0
0.24 00.12 -0 -0 0
dark
0.10
0.10
0.10
0.10 0.10 0.32
0.100.120.10 0.10
0.38 0.38 0.270.380.270.38
0.00 0.31
0.00
mellow
0.25 0.10
0.15 0.10 0.10 0.14
0.27 0.10
0.27 0.10
0.27 0.10 0.20 0.38 0.38 0.38
0.09 0.38 0.38 0.38
0.32 0.38 0.12
0.27 0.38
0.4
angry
mellow
melancholy
00-0.29
-00 00 0 00 00 00 -00 00 00 -00 -00 0 melancholy
-0
-0 0 -0 -0 0 06 -0 -01.40 0.3
00.240 018%
0
0 -0 0 0-0 0-0 -0
-0 0-0 -00 -00 0-0
-0 0 0 -00 -4.36E-04
-0 -0 0 -0 -0 -0-0 00 -00 -000.2
-0
00.18
0-0.22
0.090 00 -0 melancholy
melancholy
0 00 0.000-00.00
3 00.55 -0 0
0.18 0
0.00 0.15
0.00
0.00 0.00
0.00 0.00 0.62
0.00 0.000.130.00 0.00
0.00 0.00 0.620.000.620.00
0.58 0.00
0.22 0.00 0.00 0.37
0.62 0.00
0.62 0.00
0.62 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.62 0.00 0.13
0.62 0.00
cool -0 -0 -0 0 0 aggressive
2.149
0.2
cool
sad0 0 0
00 00 00 00 00 -00 -0< 0.09
0 1 00 -0
-0 0 -0 -0
0 012 0 -03.0-0 0.2
-00.25
-0 036%
0
-0 0-0 0 0 -0
-0 0-0 0-0 -00 -01 0 0 -0-0-0-00 -000.09-00 0-0 00 00 0.09
00 0.1
-00 0-0 0-0 sad
00.44
0 0.2
0-0.27
0 0 0 00 00 0.09
sad
0-0 -00 00 0 0 -00 -0
sad
0.09 0.17
0.09
0.09
2
0 26
0
< 0.09
0.09 0.090 0.09 0.09 0.09 0.09 0.09
0.09 0.095 0.09 0.09
0.09 0.0922%
0.09 0.09
0.09melancholy
0.09 0.09 0.09 sad
0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09
0 0 0 0 0 0 0.09
0 0 0 0 0 0 0 0 0 0 0 0 0 0.09
< 0.09
21.74
2.0 0.09 0.40
0.21 0 -0 0 0 0 1 -0 0 cool
dark
-0
10.45 -0
10.45 10.55
-0 1.04
-0 -0
-0 -0
0 -0
0 sad
0
1
-0 0 0.13
0 0 01 -0 0 -0
1 1 1 -0 14 1 10.4
-0 1 0.10
0 0 0.27
0 0.220 0.24
0 < 0.09 0.110
11.6 0.51 52%
sad 23
angry
0.45 -0
1.04
1.04
1.04
1.04
1.04
1.04
1.15 -0
1.15 0
1.15-0-0
1.15 1 1.15
1.15
0 -0
0 -0 -0 -0sad
-0
-0 -00.28 -00.28 00.28 00.45 -00.45 -00.45 -00.45 -0
0 -0-0
0-0-0
0 -0
-0
-0
0 1 1.15
01 -0
10.26
10%
sad
0.2
aggressive
angry
0.27 0.27 0.27
0.41 0.41 0.417 0.51 0.51
0.75 0.9330%
0.93 0.93 0.93 1.04 1.04 1.18 1.18 1.31 1.31 1.45 1.58 1.72 1.93 1.93 1.93 1.93 1.93 1.93 1.93 1.93 1.93 2.10 2.10 2.10 2.34 2.52 2.52 2.52 2.52 2.63 2.63 2.77 2.77 2.90 2.90
AVERAGE
0.18 0.27
0.13 0.27 0.27 0.41
1.5 0.51 0.22
angry
AVERAGE 18
melancholy -0 -0 -00.10 00.00 00.00 00.00 00.00 -00.00 -00.00 00.11
5.3 0.27 42%
0.11 0
0.11 -0
0.11 -0
0.20 0.20
0.20 -0
0.20 -0
0.20 -0
0.20 -0
0.20 -0
0.20 aggressive
0.20
0.20
00.11 0
0 -0
0 0.20
0 0.20
0 0.5
0 0.20
0 0.20
0
0.11 0
0dark 0.25
0.50
0.75 0%1.00 0
0
0.0
0.00
dark 0 0 0 -0 0 0 -0 -0 00 -0aggressive
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.00 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09
200.00 0.00
40 0.00 0.00
60 0.00 0.00
80 0.00 100
0.11
0.11 0.14 0.1
0.11 0.00 0.00
0.13 0.00 0.00 0.00 0.00 0.000.130.00 0.000.130.00 0.00 0.00 0.00 0.00 0.000 0.00 0.00
sad
0.00 0
0.00 -0
0.00 0.00
0.09 0.09
0.09
0.09 0.20
0 00 -00.00 00.00 00.00 -00.00 aggressive
00.00 00.00 00.00 -00.00 0
0 0.00
0 0.00
0 0.00
0 0.00
0 0.00
0 0.00
0 0.00
0 0.00
0 -0
0 dark
0 -0
0
0.09 0
17
2.9
0.17 44% 43.59
melancholy 0 0 -0 0 0 0 -0 0 0 0 0 0 dark
melancholy
0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09
12.892
0 50 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 SUM
12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
37 38 39 40 41 42 43 44 45 46 47 48
49
0.09
0.25 0.12
0.12
0.15
0.13
0.09
0.12
0.15
dark
SUM
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.20
0.20
0.20
0.20
0.20
0.20
0.20
0.20
0.20
0.37
melancholy
1
2
3 0 4 0 5 06 07 -0
8 -0
9 -0
10 -0
11 12
14 015-016 0
17 18 19 20 21 22
23 24-025 0
26 0
27 28
29
30
32 33
34 35 36 37 38 39
40 41 42 430.0
44 45 46 47 48
49 50
0 0 0 0 -0 -0 -0 0 1.0
-035melancholy
036-037 038 -0
-0 13-0
0 29
0 30
< 3131
0.09
0
0 34
0%
sad
1 -0
2 -0
3
4
5
6
7
8
9 10
11 12
14 15
16 17 18-0 19 020-021 0
22 -0
23 -0
24 25 26 27
28
32 33
35 36 37 38 39
40 41 0
42 43 44 45 0.00
46 47 48
49 50
12 13 14 15 16 17 18 19 20 21 22 23sad
24 25 26 27 28 29 30 31 32 33 34
39
40
41 42
46
47
48 49
sum
%
avg2.90 2.90
% 1.31
1.450 13
0.18 0.18 0.18 0.47 0.47 0.47 0.47 0.47 0.67 0.80n 1.00 sum
1.00 1.00 avg
1.11 1.11 1.11
1.31 1.31 1.31 1.50 1.50 1.69 1.69 1.88 1.88PRESENCE
1.88 1.88 1.88 1.98 %
1.98 1.98 2.11 2.11 2.11 2.21 2.21 2.21 2.21 2.32 2.32 2.32 2.52 2.52 n2.52 2.52
2.71 2.71
0.56
0.16
0.11
0.18
happy430.3644 45
funny
0
1.8
0.09
0.23
0.13 0.75 0.75 0.75
0.14
0.36 0.44 0.19 0.10
0.23 0.13
0.14
melancholy
0.38
0.75
0.75
0.75
0.75
0.75
0.75
0.75
0.75
0.10
0.75
0.75
0.75
0.75
0.75
0.12 0.22 0.22 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.48 0.90 0.90 0.90 0.90 0.90 0.90 0.90 1.03 1.03 1.03 1.03 1.03
1.03 1.03
happy
0
00 -00 romantic
00 00 00 00 -00 0 0 1 happy
-0 funny
0 012 0 -03.60 sad
00.30
0 036%
0 036.36
0 0 0 0 0 0AVERAGE
0 0 0 0 5 0 0 0.6
0 0 0.07
0 0 13%
0 0 0
9
2.9
0.32 33%
00 -0 -0 0 -0happy
0 0.12
0 0.38
0 0 0.14
1 0 -0 -0 -0 0 0 0 0 0 0 0 happy
0 happy
0 -0sad
0 -00 0sexy
0 0 00 funny
0.19 00.11 -0 -0
0.18 0.30
0.3017happy
0.30
0.30 0.30
0.30
0.41
0.63 0.63
0.63 0.63 0.63 0.63 0.63 0.73 0.73 0.83 0.83 0.93 0.93 0.93 1.09 1.09 1.09 1.09 1.09 1.09 1.09 1.09 1.09 1.19 1.19 1.19 1.41 1.41 happy
1.41 1.41 1.41 1.41 1.41 1.51 1.51 1.61 1.61
0-0 -00 00.44
0 0 -00.16
-00 0-0 0-0 -0-0 0-0
0 -0 -0 0 -0 0 -0 0 0 00.9
0 -0 10-0
0.16
-40.26
funny
1.0
20.43
3
5
6
7 happy
8 0.36
9 0.11
10 0.1111 12 sad
13
18 0.3019 0.30
200.3021
23
240.41
250.41
260.13
27
happy
0.12
0.15 0.12
0.13 14
0.13 15
0.13 16 0.28
0.36 22 AVERAGE
0.11 0.11
0.1328
0.13 29
0.38 0.11 0.11
0.13 0.13 0.13
0.13 0.13 0.13
0.13
10.744
romantic
funny
00 00 0soft
00 -00 mellow
00 00 -00 -0
0 -0 sexy
0 0 -0 0 0 romantic
0 -0 -0 01.5-0 -00.15
-0 030%
0 0 30.3
0 0 0 happy
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 > 0.25 0
6
1.2
0.21 22%
-0 0.13
0 0 0 0 0 -0 0 -0 -0 0 0 0 0 0 0 0 -0 0 0 0 0 funny
0 sexy
0 1.6
0 0 -00sexy
0 00 -0> 0.25
0-0
1.2
funny
funny
romantic
funny 10
-0
00 0-0 00.10
-0 0 -0 -0 0 0 0 -0 -0 0 0 0 -0 0 -0 0 0 0 00.8
0 -00.0900 0.09
-0.14
-0.13
0.19
angry
funny
0.09
0.09
0.09 cool
0.09 0.09 0.09
0.09 0.18
0.09
0.09 0.21 0.21
0.21 0.21 0.21 0.21
0.21
soft
mellow
0.15
0.19 0.21
0.19 0.21
0.19 0.21 0.21
0.11
0.15 0.21
0.18 0.34 0.34 0.43 0.190.520.190.61
0.19 0.70
0.15 0.18
0.19 0.19 0.19
0.19 0.19 0.19
0.19
soft
mellow
0.18
-00 -00 dark
00 -00 00 -0
0 0 0 0 -0 -0 04 -0MAX
00.60 0.9
-0
-0 012%
0 happy
012.12
0 0 0 funny
0 0 funny
0 0 0 0 0 0 0 0 0 0 0 0 0 0
0.25 0
4
0.4 0.17
0.10 15%
mellow
-0
-0 0 -0
0 -0 -0 0 -0 -0 0 -0 0 -0 -0 0 0 -0 -0 0 -0 happy
0 0 sexy
0sexy
0 00 00 0aggressive
0 0 00soft
0 00 0 -0
0.250 00 sexy
AVERAGE
0.15
sexy
M0.39
0.23 00.28 0
sexy
1.4
cool28 0.47
angry
-0
00.14 -00.16
-0 -0 -0 0 0 0 -0 -0 -0 0
0
-0
-0
-05 0 6 0 70 800 -090 10
-00.00-0
-0.04
-0.07
0.01
cool
angry
sexy
romantic
1
2
3
4
11 0.0012 0.00
13 0.000.19
14 0.0015 0.00
16 0.0017cool
18 0.18
190.32
20 0.36
21 0.36
22angry
23
24 0.47
25 0.47
26 0.47
27 0.47
29 0.47
30
31 0.65
32 0.65
33 0.65
34 0.65
35 0.65
360.390.65
37
38
39 0.15 sexy
0.15
0.39 0.47
0.39
0.39
0.18 0.47
0.32
0.390.65
0.39 0.65
0.22 0.32
0.39 0.39 0.39
0.39 0.39 0.39
0.00
0.18
0.36
1 02 0
3 0 4 0 5 0 6 0 sexy
7 0 80 90 10
11 0
12 0
13 014 015 0 16 0 170 180 190 20
22 230 24 25 26 27 28 29 306 31 32
34 35 22%
36
00 00 00 -0
0 0 aggressive
0 08 -0 -01.50 00.190 024%
0 0
0 21 0.23
1.133 0.19
1.0
-0 -0 0 -0 0 -0 -0 0 -0 0 0 0 0 0 -0 0 -0 0 -0 0 -0 funny
0 0.7
0 0romantic
0 0 0 00 00 0melancholy
0 0 00 00 00 sad
0 -00 0 0.23
24.24
00 -0 -0 0 0 -0 dark
0 -0 -0 -0 -0
0 32
26%
0 -0
0
1
32%
0.15
0
0 -0 0.100 -0 0.100 -0
0 -0
1
0.15
1.9
0
-0 0 -0 0 0 0 0 0 -0 0 -0 -0 0 0 0 0 0 0 0 -0 0 0 0
funny
0
0 0 0 0funny
0 -0 1 -0 -0 -0 1 1 1 -0 -0 -0 -0 -0 0 -0 0 1 -0 -0 -0 1 1 1 -0 0 0 -0 1 -0 -0 -0 1 1 1 -0 PRESENCE
1 1 1 -0 1%0 0 0 0 0
happy
1.0
0 -0 0 0 0 0 0 -0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.090 happy
0happy
0 1.0
0 0 0 0 0 0 0 0.12
0 0 > 0.25 0
0.13
0.09 0.09
0.09 0.09
61% 60.87
0 0 0-0 0 0
NaN
-0 -0
0 -0 -0
0 0-0
-0
00 00 -0
0 0 -00 0
0 -00 funny
-0 0-0 00 14
0 3.2
0 -00.23
-0
-0 -0 0 -0 0 -0 -0 0 -0 -0 0 -0 0 -0 1 -0 20 30 4-0 -0
0 -0 happy
0 -0 10 11sexy
sexy
0 00romantic
-0
0 -0
-0
0-0 -0
-0 -0 -0 0 0 0 happy
-0 -0 0 0 0 -0 0 0 0 -0 0 0 0 0 0 0 > 0.25 0
14 -0
15 16
18 019 0200 21
22funny
24 25
26 0
27 28 029
30 310 32
33 34
35 -0
36 037 0380 39
funny 25
n
sum avg
%
0 0 0 0 0 -0 -0 0 -0 -0 0 -0 0 0 0 0 0 5 0 60 70 80 9
0 0 0 funny
012
0130.9
0 0 17
0happy
0 0
023 0
0.25
13.04
3
0.3 2.5
0.11
AVERAGE
0.1513%
0.180 0 0 00.18
0.11
0.18
sexy
soft
0 0 0-0 0 0
0 00
0 0.9
-0
-0
0 happy
000 -0
0 -00 0-0
funny
-0 -0 0 -0 0 -0 -0 0 -0 0 0 0 0 0 -0 0 -0 0 -0 0 -0 funny
0 0.8
0 romantic
happy
-0 NaN
0 00mellow
-0
0 0 -0 -0
-0
0 0
0 0
0 -0
0 -0
0 -0
00 00 -0-0 -0-0 -00 00 00 0 -0
0 0
-0 7 -0 8 0 9 0 100 -0
0 13
0 014 -015 016 0 17 0 180 190 20
0 21 0.25
funny
1
20 3
4 05 -06
11 12
22 230 24 25 26 27 sexy
28 29
30
34 3545%
36
20 31 32
3.5 33 0.18
romantic
AVERAGE
0.15
0
0 0 0 0 -00 -001 002 angry
0sexy
0 005 006 0-07 0-08
011 0
0 0 -0
0 17
0 romantic
0 19
0 10
-0
0 23
0 24
0 25
0
9
1.1 300.12
23% 3423.08
3 0
15 16
18
20 -0
211.8
22
0 0
0 0 -0 -0 0 -0 -0 -0happy
0 0 0 0 0 0 0 0 0 00 -00 00 0
0 00 00 00 0-0 0sexy
0-090 0
0.23
43.48
43%
cool
3sexy
50 6
8 09 010
120 1300.18
21 sexy
23happy
36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
00 -0
0 0soft
00 4-0
0 -0
-0
00 00101 -0
0 12
00 134-00 14-0
0romantic
07 -0-0
MAX
0.49
mellow
0.8
-0 0 -0 0 0 -0 -0 0 -0 0 -0 0 0 -0 -0 0 -0 -0 0 -0 0 0 sexy
-0
soft 0
0 NaN
-0 -0
0 00 00 0.8
-0
0 2-0
-0
-0
0
0 0 0-0110.11
00
-0 0 14
00 15
0 -016 017happy
018 0 190 200funny
0 22
-0funny
0 24
0 0.120250.12
-0260 270 280 29
-0 00.24 31
0 32
0 0.33033
0 0.20
0 35
0
21 MAX
6.9 0.24 0.33
0.74
0.09 0.23
0.09
0.12 0.12
romantic
romantic
dark
0.42 48%
happy
0 0 0 0 00 00.18
-00.18
0 000.49 000.49 0 00.490 00.49
-0 0.68
0 0.99
0 soft
0 -0
0 1.08
0 mellow
0 1.37
0 71.37
0 1.37
01.6-0
-0
0 1.37
0 > sexy
0.25 0
28.21
11 1.95 1.4
0.12 1.9528%
0 0 -0 0 0 0 0 0 0 0 -0 -0funny
0 0 0-0 0-0 0 0 0 00 -00 -00 0
0 00 -0
0 00 0-0 0aggressive
0 -0
00.28
0-0
0.21
30.43
0.99 1.08
1.08 1.08
1.20
1.37
1.37
1.37
0-0
romantic
0.22
30%
cool
sexy
funny
soft
0.21 0
0.35
0.35
0.49
1.14
1.35 1.55
2.04 2.36 2.36 2.36 2.36 2.36 2.36 2.36 2.57 2.57 2.77 2.77
happy
-0 -00 00 0 NaN
-0sad
00 00.39
-0 00 -0
0 0happy
0angry
000.5800.10000.58
0 0.21-0
-0
0
-0
-0 0.35
-0 -0-0
0.10
-0 0 -0 0 0 0 -0 -0 -0 -0 0 0 0 0 0 0 -0 0 0 -0romantic
0 0 0
mellow
-0 -0
-0
0 -0
00.21-0
0 0.35
0 -0
0
000.49 000.49-000.7200 0.82
-00 0.82
00 1.14
00 1.14
0 0.17
-01.14 01.14-01.14 0 1.140romantic
-0 1.35
0 -0
0 0.3001.55 01.76-01.76 0 1.760.12
0 0 1.95
-0 1.95
00.14 1.95
0 0 01.950.2701.95 0 1.950.15 1.95
0.211.95 02.04
24
7.3 0.14 0.30 55%
melancholy
0.17
0.15
0.30
cool
angry
0.7
soft
soft 0.12
soft
mellow
aggressive
dark
funny
0 0 -0 0 0 0 0 0 0 -0 0 0 sexy
0 0 0 0 0 0 0 0 0 00 00 -00 0 0
0 00 0-0 0 0 0-0 0 -00 -00.00
0 00.33
000.33 000.33 0
00
0 -0
0.19
43.48
0 -0
00.11
-00.33 0-00.330-0
0 0.59
0 0-0
0 -0
0mellow
0 0.59
0 -0
-0
0 2.0
0 0.69
0 0.69
0
0.25 0romantic
0
0.6
1.40.69
0.14
43%
0
0.0 1.310.00
0%
0.33
0.33 0.33
0.59 0.59
0.6910
0.69 -0
0.69
0.69
soft
sexy
0 00 -00 NaN
-0
0 000.100.7
00.33
-0
-0
0 0.59
0 0.59
-0 0.59
funny
0.00
0.25
0.25dark
0.94
1.93 1.93 1.93231.93 1.93
1.93 0.18
1.93 1.93 52%
1.93
-0 0 -0 0 0 -0 -0 -0 0 -0 -0 -0 0 -0 -0 0 0 -0 0 -0 0 0 -0
cool
0 00 melancholy
0 -0
0 00 -0
0sad
0 -0
00.00 0
00.000 0.00aggressive
0 0.00-0
0 0.00
-0
0
-0
0-0
000.25 000.370.10
-000.620-00.740-00.84
0-00.84
0-0 0.84
0 00.94 -00.94cool
00.94 0 0.940 0.94
-0 0.94
0 0.94
0angry
0 00.94
00.94 00.94 0 1.080 1.310 1.31
0 0 1.31
0 01.31 01.31 01.31 0 1.31 1.31
0.191.54 01.73 1.83 1.83 1.83
4.1
mellow
mellow
funny
0.14
0.13
soft
0 -0 -0 0 0 0 0 -0 -0 0 -0 -0 0 -0 0 0 0 0 0-0 0 -00 00 00 -0
0 soft
0 0 0 0 0 0-0 0-0
0 00 00.00
0 00.00 -0
00.14 0
00
0 0
0.17-0
0.6
90
0.14
39% 39.13
00.00
00.140 00
0 0-0
0-0-0
0
-0
0 00.45
01.2
0 sexy
0 -0
-0
0.23 0 mellow
0
0.14
0.14
0.14 -0
0.14
0.35-00.35
0.35
0.35
0.35
0.45
0.45
0.45
0.45
0.45 -0
0.45
cool
melancholy
sad
dark
0sexy
0-0 -00 NaN
-0 00 00.14
00-0
00 -00.14
-0
-000.6
0
-00.25
000.35
-0-0
-0
-0
romantic
-0 0 -0 0 0 0 0 -0 -0 -0romantic
-0 -0 -0 0 0 -0 0 0 0 -0 0 0-0 0 0 -0 angry
0 -0
0 -0
-0
0 0
00.00 0
00.00-0
0 -0
00
-0 0.18
-00 0.18
0-00.28
0 0.28
0 -00.28 00.28aggressive
00.28 0 0.280 0.28
0 0.28
-0 -0
0 00.28 00.28-00.28 000.280 0.2800.0
-0 0.28
0 0.00
0 00.28 0%
00.37 00.37 0 0.37 0.37
0.170.37 00.51 0.51 0.61 0.61 0.61
0.00
0.00 -0
0.00
0.00 0
0.00 0
0.00 0
0.09
0.28
0.28
0.28
0.28
0.61 0.61230.61 0.61
0.61 0.61 52%
0.61
3.80.61 0.16
0.09 0.00 0.00
mellow
cool
sexy
0.17 cool 0.09 0.11
0.10
0.09 0.11 cool
0.10
0 0 -0 0 -0 0 0 0 0 0 0 -0 0 0 0 0 0 0 0 0 0 -00 -00 -00 mellow
0 0 00 00 0 0 0-0 0-0 0 -00 -00.00
0 0
00.00 0
0 0.17 -0
0.15-0
30.43
1.3
0.19
30% melancholy
sad -0soft
00.00
0-0
0-0
00-0-0
-0
-0
-0
0-001.5
0 00.17
0 -0
0.21 -0
0 0 cool
0.17 -0
0.17
0.17
0.17
0.17
0.17 romantic
0.17
0.17
0.17
2 -0 0.58
0.10
0.5
-0
-0 0 0 NaN
-000.000 000.00
-0-0
0 -00.00
-00-00.17
-00-0
00.170-0
-0
00.10-0
-00.17
00.17000.17
0 0.17
-00.17
0angry
-0 -0
-0 7-0
0
-0 0 -0 0 0 0 -0 0 -0 0 -0 0soft
0 0 -0 -0 0 0 0 -0 0-0 0-00.4
0aggressive
-0
-0
-0
0
00
-0-0
-000.17
-0 -0
-00.2
-0 -0
0 00.58 5%
00.58 00.585.128
0 0.58 0.58
0.150.58 00.58 0.58 0.58 0.58 angry
1.00.68 0.20
romantic
0.10-0 0.10 0.19
0.19 0.19
0.19
0.28 00.28-00.28 0 0.28
0.28
0.28 -0
0.28 -0
0.28 -0
0.28 0.28 00.28-0 0.28
0.28 angry
0.38
0.38 -0
0.48 0.48 -00.58-00.58-0 0.58
0.58
0.58 0.58
0.58 0.58 0.585 0.58 0.58
0.68 0.78 11%
0.78
angry 0 0 0 0 -0 0 -0 0 -0 0.5
0.13
0.10
0.18
0.10 0.11
0.20 0.25
0.12
0.16
0.10 0.11
0.20 0.25
0.12
0 0 -0 -0 0 -0 -0 -0 -0 0 -0 0 0 0 0 0 0 0 0 0 0 0 cool
0 0 0 0 0 0 0 romantic
0 0 0 0
0.13 0
0.2
0.12
9%
0 -0
0 -00 -00 -0
-0 -000 -000 00 0dark
0 0 0 0-0
-00.00NaN
0
0 -0
0 0 0.00
0-0
00-0 0.00
00-0-0
0
-0
-0
0 0soft
0 000.00
00 0.00
00 -0 8.696
0.19
0 0angry
0.00
0.00
0.00 0
0.00 -0
0.00
0.00
0.00
0.00 0
0.00 0
-0
-0 -0
-0
-0
0 0-00.00
-0
00 -0
-0
-00.00
-0aggressive
-0 -0
0 20-0
-0
0
00.00
00.00
-000.00-0
0 00.00
0 00.00
0 00.00
-0
0 -0
0 00
00
00.00 -0
00.00
00 0.00
0
0 0 aggressive
-0
0 0 mellow
0 0 0 0 011 0 01.10 0 0.10
0 0 28%
0 0 28.21
0
0.13 0
0 -0 -0 -0 -0 -0 -0 -0 0 0 0mellow
-0 -0 -0 00 00 -0
9
1.6
0.18 20%
soft
0.40
aggressive
0.11 0.11
0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.23 0.37 0.37 0.49
0.61 0.75 0.85 1.27 1.50 1.76 1.76 1.76 1.85 1.85 1.94 1.94 1.94 1.94 1.94 1.94 aggressive
1.94 1.94 1.94 1.94 1.94 1.94 2.06 2.20 2.20 2.32 2.44
0.10
0 -0 -0 -0 -0 -0 -0 0 -0 -0 -0
0 0 0 0 0 0 0 0 0 0angry
0 0 0 0.100 0 0 0 0 0 0 0 0 0 0 0 0soft
0 0 0.11 0.11
0 0.110.18 0.11 0.11 0.11 dark
0.5
0.24
9% 8.696aggressive
0.09
0.4
0 -0 0
0 -00.00
0 -00.00
-0-00.12
00 -00.12
00 -0
-0
-0
000.23-0
-00.23
-00.34
-0-0
-0 0.34
0 20-0
-0
-0
0 -0 0 dark
-0 -0
-00.00NaN
-0
0
0 0-0
0 -0
000 -0
0 -0
-0
-0
0-00-0
0 0.11 0
0 0 0dark
0.12
0.23 -0
0.230 0.23
0.34
0.34
0.34
0.34
0.34 0
0.34mellow
0.49-000.49
0.49
0.49
-0
0 0.0000 00.00
-0
-0
-0
0 -0
0-0
-0
0
-0
0
00
-0 -0
0 -0 0.17
0 -0 -0
0 -0 -0cool
-0 0 -00 -0 -00.00 -0 0.00
0 0 0%
0 0 0
0 -0 0 -0 -0 -0 -0 0 0 -0 -0 0cool
0 -0 -0-0 0 -0
-0 -0 -00 0 0 -00 -0-0 -0
melancholy
5
0.8
0.17 11%
dark
mellow
0.14 0.250 0.42 0.42 0.42 0.42 0.42 0.42 0.42 0.42 0.42 0.42 0.56 0.56 0.56 0.66
0.66 0.66 0.66 0.84
0.84 1.01 1.01 1.19 1.19 1.19 1.19 1.19 1.19 1.19 1.19 1.19 1.19 1.31 1.31 1.31 1.31 1.31 1.45 1.45 1.45 1.55 1.55 1.55 1.55 1.73 1.73 1.90 1.90
0 0 0 -0 0 -0 -0 -0 -0 -0 0 -0 0 0 0 0 0 0 0 aggressive
0 0 0 0 0 0 0 0 0 0.3
0 0 0 0 0 0 0 0 mellow
0 0 0 0 0.14 0.09
dark
70 -01.9
0.27
30% 30.43
1.0
melancholy
00 00 0-0
0 00.0000 00.00
0 00.00
00 00.00
0 00.00
00 -0
00.00
0-0
-0
0 -0
00.00NaN
-0
-0
-0
0 -0
0
00.00 0
00.00 1
00.00
0 0.00
0
0-0
-0 0melancholy
0 0 0 06 0 00.50 0 0.09
0 0 15%
0 0 15.38
0
0.09 0
0.3
-0 0 0 0 0 -0 -0 0 -0 -0 -0angry
0 1 0 -0-0 -0
5.8
0.24 55%
0.00 -0
0.00-0
0.00
0.00
0.00
0.00cool
0.00
0 -0
0 -0
0 00 0-0 0-0 0 0.2
0 -0-0melancholy
0 0 sad
0 cool
-00.00-0
0
-0
0 -0
0-0
0-00 0.00
00-0 -0
0-0 0.00
0 00.00
0 00.00 0-0
-0
0 0-00.00
00 0.00
00 0 0.15
00 -0 0 0 0 angry
melancholy 24
0
2.4
13
0
1.0
sexy
romantic
sexy
dark
0
0 -0 -0sexy
-0 -0 0 0aggressive
-0 0 0 0 -0
-0 0 -0 aggressive
0 0 -0 0 0 dark
0 0 0 -0 0 -0 -0-0.1 -0-0.1 -0-0 3.82E-040
0.17
0
0 0.09 -0.2 -0 -0.09 -0.09cool
0
0.0
0.00 0%
2.0
0 angry
-0 -0 0
-0.1 0-0 0-0.100.08
-0
0.01
-0 0 0.02
-00.090.02 -0
-0 0-0.1-0-0 -0-0.1-00.08 -0.03 -0.060 0 0 -0 0-0.1
-0 -00 -0-0 -00 -0.1
-00.17sad
-0
-0 -000.10-00 -0melancholy
-0 -0-0 00 -0
0 0
0.09
romantic
0 -00.10 0 -00.10 0 -0.09
00.10-0.040 -0.09
-0 -0.090-0.09 0-0.04-0-0.09 0 -0 0 -0 0 0 0 0 -0
melancholy
sad
0
soft
romantic
0 romantic
0 -0 -0 -0
0 -0
-0 0 0 0-0 00 00 0
0 00 00 00 0-0 -0 00 0-0 -00 0
0 0 0 -00 0 0 0 00 -00 -00.03 -0
-0
0.150.1 0-0 0.03 0.07
10% 10.34
0.03 0.08
0.18 -0 0.08
0.18 0.03 angry
0.03 0.03 0.18 0.03 30.03 0.03 0.4
0.18 0.03 0.13
soft
-0 -0 00.050 0.020 0.09
0.04 0
-0 0.02 -0.1 -0 0.09 -0 0.02 0.05 0.09 00
0 0.04 0
-0 -0 0.05 0.02
0 -0 -00.12 00.14 0 00.12 00.12 00.14 00.10 00.42-00.23 00.26-0 0 00.09-0 00.09 0 0 0 -0 -0
mellow -0 0 0
soft
soft 0.11
mellow
-0 -0dark
0 -0
0 0 0
-0 -0 -0 0-0 00 00 0
0 -0
0 -0
-0 -00 0-0 0 00 -0-0 00 0
0 -0
0-0 0-0.3 0-0.3 0.07
0 -0.1 0.02
0.13
0
0 0.04
-0.1 -0.3
0.17 0.07 -0.28 -0.28 -0.28 0.07 -0.280-0.28 -0.28 0.0
0.07 -0.28 0.00
0%
-0 0 -00 0 -00 0 -000 -0.1
aggressive
-0.1 0.09 0.03 -0.1 -0.1 aggressive
-0.1 0 -0.1 0.05 -0.1 -0 -0.1
-0 -0 -0
-0 -0.100.09-00.03-0-0.1
-00.12 -0 -01.5
-0.1
0 -0.10.110.05
0.03 -0.11
0.11-0.1
0.11 -0 -0.1 -0 0.12 -0
0.15 0.090.14
0 0 -0 -0
0 -00.17 0 00.18 0 0 -0 0 0 0 -0 0 -0 00.12
0.17-0.1
cool -0 00.10 0 0 0 -00.18
mellow
cool
mellow 0.14
0.27 -0
0.02 0.31 -0.2
0.07 0.32
0.27 0.02 0.27 10.27 0.27 0.1
0.02 0.27 0.09
0 -0 00.6
-0 0 0 -0 00 -0-0 00 0 -0
-0 0-0 0 0 -0 00 0-0 -0-0 -0
0 0 0-0 -00 0-00 -00 -00.27 -0
0.11
0 -0.2 0.12 0.02 0.27 0.27dark
00 -0
00.04 -0
-0
0 0
0 -0
3% 3.448
0.05 0.03 0.05 -0 0.08 0.01 -0.1 -0dark
0.06melancholy
-0 -0 -0 -0
0.05 0.03 0.05 -0 -0
0 0.04 0.08 0.01
-0 -0 -0.1 -0 -0
0 0.04 0.05 0.03 0.05 0.000 -0 -0
0 -0 0 angry
0 0 -0 -0 -0 0 -0 0 -0 0 0 -0 0 0 0 0 0 -0 0
0.09-0.1 -0 0.06 -0
cool
cool
0.62 -0 0.15 0.07 0.03 0.62 -0.2 0.13 -0 0.62 0.62 0.62 -0.05 0.62 0.62 0.62 -0.05 0.62
1 00 -00 0-0 0 0 0-01 0-0 -00 -0
-0 10 10 1-0 -00 -0 0-0 0-0 0-0 -0
0 -0
0 -0 1 0 -0-0 0-0-0 0angry
1 00.62 0
0 -0
0
0.09 aggressive
0
2
0.3
0.16 7% 6.897
melancholy -0 -0 sad
melancholy
0.03 0.02 -0 0.280.17 0.18 -0.10.170.17 0.03 0.02 -01.0
0.2 0
-00.100.17
-0.11 0.19
0.490.05 0.04 0.12 0.17
0.11 0.020.10 -0 0.17 0.180.24
0.140.04 0.05 0.03
melancholy 0.17 0.18 -0.1 0.17 0.2 0 -0 0.17 0.05 0.04 0.12 0.17angry
aggressive0.18 -0 -0 -0 -00.11 -0 00.14 0 -00.13 0 00.14-00.13-00.14-00.21 0 0 0 -0 0 -0 0 0 0 00.17-0
angry 0.27
0.4
dark
0 -0
-0 0 -0 -0 0 0 -0 0 0 -0 -0 0 00.09 -0
0 0.03
0 -0
-0 -0 0 -0 0 0 -0 -0 -0 -0 < 0.09 0
5
0.6
0.12 17% 17.24
sad 0-0 0.07
-0.1 -0.1 -0 0.01 0.05 0.05 0.07 -0.1 -0.10.11 -0 -0.1 -0 -0 0.07
-0 0.07 -0.1 0.07 -0.1 -0.1 -0 0.01 0.05 0.05 0.080 0 0 0 0 0 0 0 0 sad
0
0
0
0
0
0
0
0
-0
-0
0 0
0.09-0 0 0
sad 0.01 0.05 0.05 0.07 -0.1 -0 -0 0.07 -0 0.03aggressive
dark
melancholy
aggressive
0.5
0.09
0.11
0 0AVERAGE
0 0 0 02 -0 0.3
0 -0 0.10
0 -0 -08%0 -0 -0 -0 0
0.2
dark
melancholy 0 0 0 -0 0 0 sad
dark 0.09
0.20
0.17
0 -00.20 -0 -0 0 00.19 0 -00.19 0 00.19 0 0 0 0 00.10 0 -0 00.13 0 0 00.10 0 -0
bleeding lovemelancholy
0.18
0.29
0.20 0.13 0.20
0.11
melancholy
sad
12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35
36 37 38 39 40 41 42 43 44 45
50
n0 -0
sum
%
0
0.5 SUM
1.0
1.5
-0
0
NaN
0
0 6-0 7046 8047 904810049 11-0
0 0 1 150 16-0 17-0 180 19-020-0210 220 23
0 0 avg
0
-0 0 0 0 0 0 -0 -0 -0 -0 0 0 1 0 -0 -0 -0 0 0 0 0 0 1.0
0
happy -0 0
1
2 0.123 0.10
4
5 0.16
12 13 0.1014 0.42
24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
44 45 46 47 48 49 50
0.13
0
0.18
0.22
0.10
0.10
0.10
0.16
0.10
0 18 19 20 21
4
8 0 9 0 100 110 12
13
15 0.12
26 27
28 29
1 1 0 0 0 -0 0 0 -0 0 0 0 0 -0 0 0 0 0 0 0 0 0 0 0 0 1 0 20 30 0 sad
0 0 050 06NaN
07
0 0 014-0
8-00.1125
sad
-00 0
-0 0 0 -00 -0
0 16
-0 17
-0
0 0 -0 0 happy
0220 23-024
0 3.1
-0 -00.38
-0 35% 34.78
-0 0.01
-0 0.05 0.02 0.09 0.02 -0.1
16
mellow
0.09
SUM
-0.1 0.08 -0
soft
0
0
0.11
0 funny
0 0
-0.1 -0
0 0.07 -0.1 -0 0.15 funny
0.07 -0 0.13 -0 0.07 0.08 0.1 0.09 -0.1 -0
0 0.07 0.08 0.1 0.09 -0.1 -0 0.15 0.07 -0 0.13 -0 0.07 0.19 0.14 0.08 0.1 0.08 -0.1 -0.02 0.00 0.03
1
2
3
4
5
6
7
8
9 10 11 12 13 14 15 16 17 18 19 20 021 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
0.19 -0.11 0.03 0.01 0.15 0.18 -0.1 -0.1 -0.11 0.19 0.19 0.19 -0.11 0.19 0.19 0.19 -0.11 0.19
-0 -0
-0 00 0-0 -00 0-00 0-0 -0-0 -0
00 00 00 -0-0 0-00 00 0-0 -0
-0 00 -0 0 0 -00 -0 0-0-00 -00.19 -0
0 -0sexy
-0 -0
03.0
-0
0.25
0
1
0.1
0.11 3% 3.448
0
sexy
0.01 0.04 0.02 0.03 0.05 -0.1 0.01 0.03sexy
-0 0.02 -0 0.03 -0 1.4
-0.1 -0 1 0.0120.0430.024 0.035 -0 6 -0.17 -0 8 0.059 -0.1
0 036037-038-039-0400 41 0 420 430 44-0 450 460 470 480 490 500
1 0.012 0.03
3 -013
4 0.02
5 -015
60.03
7 01780.06
9 -019
10-0.1
11 -0
130.04
140.02150.04
16 -017 018 019 -0
20 021 0
22 0
23 024 025 026 027-028 029 030 031 032 033 134 035
-0
12
14
18
20
21120.01
22
23
happy
0.39 24
0.39 25
-0 0.15 0.01 0.22 0.32 0.05 0.07 -0 0.39 0.39 0.39 -0.03 0.39 0.39 0.39 -0.03 0.39
0-0 -0 00 00 00 -0
-0 00 001000 11-0-0
-0-0-0 0-0
016 -0
-0
romantic
funny
-0 0 0 0
0 00 -0
-0 -0
-0happy
-0-0 -0
0 0 0 0-0 0-0-0-00 -0 -0 -0
0.23
0
0
2
0.2
0.10 7% 6.897
happy
funny
0.03 0.03 -0 -0 0.05 0.06romantic
-0.1 -0 0.07 -0.1 0.01 -0 -0
0 0.03 0.03 0.030.10 -00.11 -00.10 -0
0 0.03 0.05
0.06 -0.1 -0 0.07
-0.1 0.01 -0 -0.10.140.04
0 0.030.100.03 0.03
-0.03 -0.04
0.32
0.21 0 romantic
0.20 0
0 0.220 -0.1-0 0.140 0.4 0-0.11-00.12
00.21-0.100 0.370 0.3700.19
0 0 0 -0 0 0 0 0 0.09 0 0 0.32 0 0 0 0 0 -0 0 0.210 0 0.20
-0 0
0.12 -0
0.37 0.37 -0.1
-0.1 -0
0.37 0.37
0.37
0.37-0-0.10 0
0.37 0
romantic
funny
0 0 0.18
-0 -0sexy
0 -0 0 -0 0 happy
-0 0 0.090 0.210 0.10-000.31
-0 00.14
0 00.09
0 0-0 -0
0 -0
-0
0 0.17-0 0.23
0 -0 0
happy
romantic
0
0 0soft
-0 1.2
-0 0 -0 -0 0 -0 0 -0 02.50 -0 0 sexy
-0 0 0 0 0 0 0 0
0.21
0
2
0.2
0.10 7% 6.897
happy
soft
soft
mellow
0
0 0.03 -0.1 -0.1 -0 -0 -0.1 0.05 0.03 0.1 -0.1 -0.1 0
-0.1 -0
-0 0 0 0.11
0 0.22
-0.1 0-0 0 -0 0-0.1
-0.2 0-0.1
0.12-0.10.25 -0 0.12 0 0.10
00.10 -00 0.140 0.0300.17 0-0.1 00.04 0
0 -0
0 0.020 0.19
-00.14
-00.23
0 0 -0 0 0 0 -00.23 0 0.19-0 0.10 0 -0 0 0.100 -0 -0 0 0 -0 0 0 0
0.26
0.10
0.190.03
0.19 -0.05
0.02
0.02 0.19
0.19 0.19
0.19
0.19 00.02 0
0.19 -0
soft
mellow
0 soft
0 0.030 -0.10 -0.1
-0 -0.1
0funny
0-0 0
0 0.050 0.03
-0 0.1
0 -0.1
-00.25-0.1
0
-0 0 0 0 0.00
sexy
mellow
funny
0
funny
-0
-0
0
-0
-0
-0
-0
0
0
0
0
-0
-0
0
-0
-0
0
0
-0
-0
-0
0
0
-0
-0
0
0
0
0
0.19
3.448
0
cool
angry
1
0.1
0.09
3%
cool
angry
mellow
0.02 0.1 0.02 0.09 0.01 0.08 -0.1
0.09 0.04 0.07 0.05 0.09
-0 -0
-0 -0
-0 00.02-00.10 0.020
-0 0.01
0.02
0.19 0.09
-00 0.11
0.19mellow
0.19
0.10
0 0.140 0.11-00.14-00.02 0-0 0-0 -0
0 0.190 -0.000 0.190 0.1900.19 0-0.00-00.19 0 -0 -00.09 0 0 0 -0 0 0 0.14-0 0 0.10 0 0 0 0 0 0 -0 0 -0 -0 -0
0.140.09
0.11
0.10
0 -00 -0
-0 -0
0 00.08 0-0.1-00.09
0 0.04
0 0.07
0 0.05
-0 0.09
-0 0-0 0.15 0-00.100 -0 0.09
-0-0 0.09
-00.020 0.100.19
cool
0 28
0
10
12 -0
13 0
14
0 011 -0
sad
0
0
-0
0 0-0 0-0 -0 01 0-0 0-0 -0
0 -0
0 0.05 0.1 -0.1 0.75
0.75 -0.1
0-0 00.01
1 10 10 -00 -0 0-0 0-0 0-0 -0
0 -0
-0 0 1 0 -00 -0 0-0 01 00.75 0
0
0 0.05 0.12 0.01 -0 -0 -0 0.02 0.05 0.12 0 0.12 -0 0.12 0.06 0.07 0.01 -0 -0 0.01 0.00 0.05 0.11
0.13 0
-0 -0.1
-0 0.38 0.11
0 -0
-0 00 -0
-0 0 00 -00 0-0 -0
0 -0
0 -0
> 0.25
0
-0
-0 0
0 00 0-0 -0-0 0 0-0 00 0-0 -0
0 0 0-0 0 0 -0 0-0 00 00.13 0
0
sad
0 0 -0 -0
0
happy
0.05 0.12 -0 0.02 0.05 0.12
0 0.12 -0 happy
0.12 0.01 -0
0
0.1
0.05 0.02
-0
-0
0.02 0.06 0.03 0.03 0.01 0.09 0.04 0.02 0.01 0.11
0.01 0.01 0.01 -0.1 0
0.1 Bleeding
0.03 -0 -0 0.1Love
-0 -0.1
21 -0Things
I Want In A Lover
0.05 -0 0.05 -0 0.1 0.03 -0 0.02 0
0.06 0.03 0.04 -0.1
0.03 -0
-0
Coldplay-00
Nothing Else Matters
0.01
0
0
-0 0.05 0.11 -0
Leona Lewis
Alanis Morissette
-0
happy
-0.1 -0.1 0
Metallica
0 0 0
-0
0 0 0 happy
0
0 -0 -0
-0
funny
-0 -0 -0
0
sexy
0 -0 -0
0
romantic
-0 0 0
0
0 -0 -0 soft
-0
0 0 mellow
-0
0
0 -0 0 cool
0
angry
-0 -0 -8.39E-04
0
-0aggressive
0 -0
0
0 0 0 dark
0
0.08
0.18 -0
0.04 -0.1 0.01 -0
aggressive
-0
-0
-0
0
0
0
-0
0
-0
-0
-0
-0
0.09 0.06
dark
melancholy
mellow -0 0 0 0
0.06 0.01 -0 -0 0
-0 -0.2 0.02 0.11
sad
cool -0 0 -0 0
angry 0 0 -0 0
0
0
-0
-0
0
0
-0
0
-0
0
-0
0
-0
-0 0.11 0.06 -0.1 0.02 -0 0.09 0.04 -0.1 0.02
-0
-0.1 0.05 -0
romantic -0
0.04 -0
dark
melancholy
0 0 -0 0
0 0 0 0
0 0 0 0
-8.56E-06
0 0 -0
0 0 0 0
0 0 0 0
0 0 0 0
0 -0 0 0
-0 0 -0 -0
-0 -0 -0 -0
-0 0 -0 -0
-0 -0 -0 -0
-0
0
0.01 0.06 0.03 0.01 -0.1 -0.1 -0
0.01 0.04 -0
soft
mellow
0
-0
0
0
-0
-0
-0
-0
-0
-0
0
0
0.05
0.1 0.02 0.16 0.02 0.04 -0.1 -0 0.06 0.02 0.1 0.42 0.01 0.06 0.02 0.01 0 0.07 0.13 0.02 0.04 0.04 0.01 0.05 -0
0.09 0.03 -0.1 -0sad
-0.1 0.03 -0.1 -0 0.04 0.01 0.04 0.12 -0.1 0.02 0.04 0
0.01 0.02 0.06 -0 -0.1 0.04 0.01 0.13 0.06 0.09 0.09 0.09 0.09
happy
1
0 0
-0
060
0
0
-0
0 0
0
0 -0
0
1
-0
aggressive
aggressive 0.07 0 0.05 -0
Coldplay
0
funny
sexy
happy
happy
romantic
funny
funny
soft
sexy
sexy
mellow
romantic
romantic
cool
soft
angry
mellow
mellow
soft
aggressive
cool
dark
angry
melancholy
aggressive
sad
dark
melancholy
cool
angry
aggressive
dark
0
0.106
melancholy
0.212
sad
sad
0.3554
0 10 20 30 40 50 60 70 80 90 100
0 10 20 30 40 50 60 70 80 90 100
0
PRESENCE %
F g 1 Accumu ated LSA va ues o emot ona components tr ggered by the yr cs and
the r correspond ng ast m tag c ouds - rom top e t and across “21 Th ngs want n a
over” (A an s Mor ssette) “B eed ng ove” (Leona Lew s) “The Sc ent st” (Co dp ay)
“Mad wor d” (Gary Ju es) “Noth ng e se matters” (Meta ca) “Star ght” (Muse) and
“Come away w th me” (Norah Jones)
%
M
happy
funny
sexy
romantic
soft
mellow
cool
angry
aggressive
dark
melancholy
sad
0 10 20 30 40 50 60 70 80 90 100
%
1
0
0
0
0
0
0
0
0
0
0
0 0.03 0.09 0.05 -0 0.04 0.02 0.07 -0.1 0.07 -0 0.07 -0 -0.1 0
-0.1 -0.1 -0.1 0.04 0.02 0.06 0.05 0.03 0.07 -0 0.07 -0 0.03 0.03 0.03
-0 -0 0.1 0.11 -0.1 0.16 -0 -0 -0.1 -0.1 -0 -0 -0.1 -0.2 0 0.05 0.08 -0 -0 -0 -0.1 -0 -0 -0 -0 -0 -0 -0.1 -0.1 0 0.05 0.08 -0.2 0
0
0
melancholy -0 -0.10 -00 -0.1
0 0 -0 0 2.6
0 0 0.21
0 0 31%
0 0 30.77
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
-0 -0 0 0 0 0 0 -0 0 -0 0 -0 0 0 0 0 0 0 0 0 0 0 0 0 0 -0 -0 0 -0 0 0 -0 -0 -0 0 0 -0 angry
0.15 dark
0 0 0 -0 0 -0
angry
angry 12
0.09 0.01 -0.1 -0 0.05 -0 -0.1 -0 0.1 -0.1 0.07 -0.1 0.07 -0.1 0-0 -0.1 -0.1 0.01 0.15 -0.2 -0.1 -0 -0.1 0.07 -0.1 0.07 -0.1 -0.1 -0.1
sad 0.04 -0.1 0.02 -0.1 -0.1 0.28 0.08 0.04 -0 -0 0.16 0.05 0.04 -0 0.01 -0 -0 -0 -0.1 0.06 0 0.04 -0 0.02 -0 -0.1 0.3 0.05 0 0 0 -0 0.16 -0.1 0.06 0 0.2 -0.1 -0.1 -0.10 melancholy
0 -0 -0 -0 0 00 0 0.0
0 -0 0.00
0 0 00%0 0 00 0 -0 0 0 0 -0 0 0 0 -0 0 0 0 0
0.13 0 0 -0 aggressive
aggressive -0 -0 -0 0 -0 0 -0 -0 0 -0 -0 -0 -0 0 -0 -0 -0 0 0 -0 0 -0 -0 -0 0 -0 0 -0 -0 -0 -0 -0 -0 -0 -0 0 -0 0aggressive
0.19 0.13 -0.1 0.01 -0.1 0.13 0.04 0.07 0.15 0.09 0.26 0.09 0.26 -0 0.03 0.02 -0 0.11 0.12 0.13 -0 0.02 0.09 0.26 0.09 0.26 -0.2 -0.2 -0.2
0 0 0 -0 0 0 0 -06 0 1.5
0 -0 0.24
0 0 -0
0 0 0 -0 0 0 0 -0 0 0 0 -0 0 0 0 0
0.11 0sad
15%0 15.38
dark
dark 0 0 0 -0 0 -0 0 0 0 -0 0 -0 -0 -0 -0 -0 -0 -0 -0 0 0 -0 0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 0 -0 0 0 0 0
dark
Oasis
melancholy
NaN
-0 0 0 0
NaN
0 0 -0 0
NaN
0 -0 -0 -0
NaN
4.33E-04
-0 0 -0
NaN
-8.71E-08
-0 0 -0
NaN
0 -0 0 -0
NaN
0 0 0 0
NaN
-0 0 -0 0
NaN
-0 0 -0 0
NaN
0 -0 -0 -0
NaN
-0 -0 0 -0
NaN
-0 0 0 0
-0
0
0
0
0
0
0 -0 -0 -0
0
0
0 -0 -0
0
0
0
0
0
0 -0
Wonderwall
0
0
0
0
0 -0
0
0 -0
0
1 NaN
0 0 0 sad
0 -0 0 0 -0 -0 0
happy 0 1 -0 0
0 NaN
0 0 0 0 1 -0 20 30 40 50 0
6
7
8
9 10 11 12 13 14-015-016-0 17
0
funny
-0 NaN
-0 -0 0 -0 00 -0-0 -0
0 0 -0
0 -0 -0 0 0 -0 0 0 0 -0 sexy
0 -00 0-0 0 -0
-0
happy
0 NaN
0 -0 04.0
-0 -0 -0 -0 -0 -0 -0
-0 16
-0
-0
0 110 12
-0 13
-0-01400 150
0
1
2
30 40 50 60 -0
7
80 90 10
romantic
funny 0 -0
0 NaN
0 -0 0 -0 -0 -0 -0happy
-0 -0 -0
funny
0 00 0.160 0.23
-0
soft
-0
0
0
-0
0
0
-0
-0
-0
0
0
-0
-0
0
-0
0.18
0.11
0.10
0.19
0.15
0.18
0.20
0.28
happy
romantic
0 NaN
0 0sexy
03.5
-0 -0 -0 -0sexy
-0 -0 -0
-0
0
0
-0
mellow
0.26
0.24
0.23
-0
0
0
-0
-0
-0
0
0
-0
0
-0
0
0
0
0
-0
0
mellow
romantic
-0 NaN
-0 0funny
-0 0 -0 0 0soft
0 0 0
0 0-00.1300 -0
3.0 0 0 0cool
cool
angry
0.10
0.16
-0
-0
-0
-0
0
-0
-0
-0
-0
0
0
0
soft
sexy
0 NaN
-0 -0
-0
0 0 0 0aggressive
0 0 0
dark
angry 0 0 -0 0
0.12
0melancholy
-0
-0 -0 0sad
-0 0 -0 -0
0 0.120 0 0 -0
0 NaN
-0 -0 -0
0 00 -00 0
-0 -0
-0 0
mellow
2.5
romantic
aggressive 0 0 -0 0
0 -0
0 -0
0 -0
0 0 0 0 -0 0 0 0 -0 0 -0 -0
-0 NaN
0 0
0soft
-0-0-0 -0-0 -0
cool
dark -0 -0 0 0
0 -0
0 -0
-0 0 0 -0 0 0 0 -0
0 NaN
0 angry
0 02.0
-0-0-00.140-0 0.16-0
-0 -00 0 0 0.180 0.14
mellow
melancholy -0 0 0 -0
1aggressive
NaN
1 0 0 0 -0-0 -00 -0
0 -0
-0 -0
0 00 -0 0 -0 -0 0 0.13
-0 0 00 -01 0
-0 00
cool
1.5
0 -0 -0
0
0
0.19
0
0.35
0
0.23
0 -0
0
0 -0
0
0 -0 0.18
-0
sad
0
0
0.42
0
0
0
0
18
-0
-0
0
00
17
00
0.16
-0
0.23
0
-0
0.13
0
0
-0
-0
0
-0
0
1
00
0
19
0
-0
00
18
00
00
-00
-0
-0
-0
-0
0
0
0
10
0 -0 0.19
-0
00
0
0 -0 -0 -0 -0 -0 -0 -0 -0
0
0
0 -0
0
0 -0
0
0
0
0 0 0 Winehouse
-0 -0 -0 -0 -0 -0 0
Amy
0
0 -0
0
0 0 -0
Rehab
0
0 -0
0 0 0 -0 -0 -0 0 -0 0 -0
0.06 -0.1 27
-0 0.04
20
22
happy
-0 021 -0
0230240 250 26
-0 0 28
-0
0 -0-00 0-00.06
-0-00.02
-0
00 0-0 -0funny
-00.19
00 -0
00
0190 020
0 0.09
00 0.02
00
0 0210 -0
-00 23
-0-00.01
00 0.02
22
24
25
26
27
sexy
-00 0.09
000 0.02
00 00.29
0 0-0 -0 0-0 0-00.02
-00 0.20
-0
0.19
romantic
00 -00 0-0 -0
-0 0.15
-0
-0
-000 -0.1
0.26
00 0-0-0.100 0.23
-0
-0
soft
0-0 00.15
-00 -0-00 0-0-0.1
-0 -0
-0 -0.1
-0 0.09
00
0.12
-0 mellow
-0 -0.1
-0 -0.1
0 -0 -0 0 -0 0 -00 -00 00 0.02
0
0 0 0 cool
-0 0 0.11
-0 -0 -0 0
0 0 0 -0 0 -0 0 -0 0 0
0.09
0
-0.1
0.05
0 -0 -0
-0 0.100 0 0 0 -0
angry
0 0 0 -0 0 -0 -0 0 0 -0
0 -0 -0 0 0 0.02
0 0.01
-0 00 -00
0 aggressive
-0 0 -0 0 -0 -0 0 0 -0
0.1
0.11
-0 -0-0 -0
-0-0-0-00.11
-00 0.16
0 -0.1
dark
0-0 -0
0
00 -0
0
0
0.11
29
-0
-0.1
-0
-0
0.08
0-0
28
0-00
0-00
-00
-0.1
-0
0.04
0
0
-0
-0
0
0.08
0
0
0
-00
0
0 -0
0
-0
0
0
0
0
0
0
0 0 0 0 -0 -02 0 -0
-0 05%0 -0
0 -0
0 melancholy
-0 -0
0.09 0-0 -0 melancholy
5.128
0.3 0 -0
0.13
0 -0 -0
0 0 0.18
0 0 -0
0 0
0 0 0 < 0.09
43.59
17 0 3.1
44%0 -0
sad 0 0 0 0 0 0 sad
-0 -0 -0 0 -0 -0 -0 0 -0 -0
0 0.01 -0.1 0 0.02 -0.1 0.06 37
-0.1 -0
30
0 031 032-0330 340 350 36
-0 0 38
0
0.09
0.01
0 -0
-0-00.02
0-00.16
-00 00
-0
0 0.19
-0
-00 00.04
-00.06
-0 0.02
-0
0
0.07
-00 -0
-0.1
-00-00.06
-0
-00.01
00 0.02
-0
00
0 030
0032
00 0.02
0
0 0.09
29
31
33
34
35
36
37
-0 -0
0.02
0 0 0.18
-00-00.01
00
-0
-00.02
00 -0
-0
-0
0 -00.11
-0
0-0 -00
0 -0
0.16
0.25
0.09
-0
-0 -0.1
00 -0
-0 0-00
-00 0
0.02
0.03
-000 0.1
-0
0.23
0.23
-0 -0
00 -00-00.09
0
-0
-0 -0
-0 -0.1
-0 00
-0 00.13
-00 -0
-00-0-0
0 -0 -000 -0.1
0.14
-0
-0 -0.1
-0 -0.1
0-0 -0-0 0 -0 -00.020 0.01-0 -00 -0-0 -0
0 -0
0
0 0 -0 -0 -0 0 0 -0 -0
-0 0 -0 0 -0 0 -0 0 -0 0
-0 0.05
00 -0.1
0.11
0.12
-0
0 0.06
-0 0.01
0 0.02
-0 -00 0.09
-0 0.13
-0
-0 0 -0 0 -0 0 -0 0 -0 0
-0
00 -0
-0 0.03
-00 0.12
-00 0.02
0.12
-0
0 0.14
-0 0.01
0 00
-0 0 -0 0 -0 0 -0 0 -0 0
-0 -0.1
0.05 0.01 0.02 -0.1 0.11 0.16
-0.1
-0
-0
-0-0 -0 0-0-0-0 0-0 -0-0 -0
-0 -0
-0 -00
MGMT
-0 -0 -0 -0 -0
0.15
20%
0.04 40
0.07 0 0.03 0.04 0.11 0.03 0.06 -0.1 AVERAGE
-0.1 0.15 -0 0.218 0.01 -01.4
0.06 -0.1
39
n
sum
avg-0 0.04%
0 0 0 0 0
-0 0.05
0.08 0.05 0.01 0
0.02 3-0 4
0.13 5-0 6
0.25 7
0.02 11
0.19 12-0 13 14
1
2
-0
-0 -0
6 0.07 800.890.06 10
0.14
15%
-0
-0
-0 -0 0.21 0.06 0.06
happy
2.20
SUM
0.02
-0.1
0.03
-0 -0 -0 0-0
-0 0.01
0.28
0.01
0.09
1
2
3 0.02
5 0.06
6 -0
7 0.04
8
9
10
11 0.02
12
13
14
15
16
-00 -0
0 -0
> -00.25
0
04 -0
0
08 0.04
0 -0.1
01.40.01
0
0
0 0.02
020%
0 -0
38
39
0.17
happy
funny
0.02
-0 -00.06 0-0 0.13
0 happy
0.02
-0 -0
-0 0.11
-0 funny
-0.1
0.03
0.01 0.02
-0 00 0.02
1.98
-00 -0-00 -0-0happy
-00.25
0.12
0.14
0.13
0.34
0
-0
0
-0
0
0
-0
0
0
0
0 -0
2
0.3
0.13
5%
funny sexy
sexy romantic
-0
-00.11 0-0 0.11happy
-0.1
-00 -0
-0.1 -0
0.12
-0.1
0.01
-0.1
0.2
-0 0
-0 -0
-0.1
0.10 mellow
0.09
0.22
0 romantic
0-0 0.01
0 -0.1
0 -0
00 0.04
0 -0
0 -0
0 0
0.21
0 -0
0.23
soft
1.76
0.0-0.1
0.00
0%
funny
sexy funny
-0
-0 -0 -00.21
cool
-0.1
-0 -0 -0 0-0.1 0.01
-0.1
-0.1
-0 -0
0.09angry
-01 -0
0.01 -0
-0
-0.1
-0.1
-0.1
-0.1
0.11 -0.1
0.33
0
0
0
0
-0
-0
-0
-0
-0
-0
0 -00 -0 sexy
0.1
0.11 3% 0
sexy
romantic
1.54
aggressivesoft dark
0 0 0 0 0
0
0
0
10
0.02
-0
soft
0.05
0.09 0
-0 0.22
0.14
0.10 0.07 0.09
0.17
-0 0.03
-0 -0.1 0.02
0.17-0 00.13
0 00 -0.1
0 -0
02 0.07
0 -0
0
0.20.09
0.02
00%0
0
0.05
05%0
0
-0 -0
-020%
0.1
0.09
010%
0
0
0
0 0
0.27
0
0
0
0
0
0
0
17
18
0
0
0
0
0
0
0
0
angry
11
2.1
0.19
0.13
0
aggressive
0
0.0
0.00
0.11
0
dark
0
0.0
0.00
0.09
0
melancholy
< 0.09
0
sad
2
7
0.3
1.2
0.16
0.17
0.12 16%
5
0.8
n
10
sum
2.1
avg
0.21
9
1.7
00 0
0.18
3
0.4
0.12
3
0.5
0.16
0
0.0
0.00
0
0
0.09
0
0
0
3
0.4
0.13
0
0.0
0.00
7
0.7
0.11
0.130 0melancholy
aggressive
5
0.5
0.11
saddark
1
0.1
3
0.5
sad 15
0.3
1.0
2.4
0
0.13
0
0.13
0
0.13
0
0.13
0
> 0.250 0
0 -0
0.09
0
0.09
0
0.09
0
0.09
0
0.250 0
0 -0 -0 -0 -0
0
0
0 -0
0 -0
0
0 -0
0 -0
0 -0
05 -0
0.17
0.12
0
0
0 -0
0
0
0 -0
00 0
20
0 0
0
0.09
-0 0
2.5
0.10
0 0
0.14
0
0
0.230 0
0
0
0
0 -0 -0 -0
0.210 0
0
0
0.17
0
0 -0 -0 -0
0.17
0 -0 -0
0
0.12
0 -0 -0
0.10 -0 -0
0.12 -0
0 -0
0.10
0
0 -0 -0
0
0
0
0
0
0 -0
0
0
0 -0
0.12
0
0
0
0 -0 -0 -0
happy
0
0.110 0
0.09
18
funny
0
0
NaN
0
NaN
13
14
0
14
15
0
0 0.21
-0 0.19
-0
0
0.14
0 -0
0
NaN
0
0 -0
0
NaN
0 -0
0
NaN
0 -0
0
NaN
0.23
0 -0 -0 -0
NaN
0
NaN
0
NaN
0.36
0 -0
0.13
0 -0
0.10
0 -0 -0
NaN
0 -0
NaN
0
0
0
0
0
12
13
14
0.93
13
0.93
14
1.16
0.90
0.24
1.11
0.48
1.30
0.46
0.16
0.60
0.60
0.23
0.23
0.23
0.52
15
0 -0
0
0.17
0.44
0.440 0.44
0.15
0
0.24
0.240 0.24
0.13
0
0.27
0.44
0.11
0
0.32
0.44
0.44
0.14
0.54
0.15
0
0.09 0.09
0.09
0.09
0.09
0.09
0
0
0
0.44
7
soft
0.13
0.410 0.50
1.2
0.59
40.22
0.59
2
0.59
0.44
0.44 0.44 cool
0.44 0.44
romantic
10.442
0.44
0.50
0.17
0.24
sexy
mellow
0.50
0.50
0.59
E n
Feist
22%
0.1
0.11
0.5
0.25
6%
0.44 0.44
0.44 0.44 3%
0.21
50%
0.13
0.24 0.2415%
0.24
10 0.780.1
1.3
0.13
31%
10.61
0.09
0.78 0.78
0.78 0.78 3%
7
0.66 dark
0.66 0.76 00.76
cool
0.54
0.17
0.09
4
melancholy
0.09 0.09 0.09 0.09 80.09
1.2 0.00
0.17 22%
0.0
0.88 0.88 0.88 0.88 0%
0.88
angry
1.4
2.3
0.09
0.9
0.09
0.09
0.09
0.52
0.20
0.52
0.58
0.58
0.55
0.10
0.55
1.23
1.59
1.59 1.95
0.26
0.39
0.20
0.39
0.14
0.52
0.52
0.65 0.65 0.65 0.65 0.65 0.65 0.65 0.65 0.77 0.77 0.90
0.29 0.17 cool
NaN NaN 0.17 NaN NaN 0.17 0.17 0.17
0.96
0.15
1.06
1.06
1.06
1.06
0.23
0.23
0.23
0.38 0.38 0.38 0.38 0.61 0.61
0.72aggressive
NaN NaN
0.74
0.74
0.18
0.74
1.07
0.19
0.44
2.35
2.35
2.52
NaN NaN
mellow
0
2.52
0 -0
2.52 2.52 2.52
NaN NaN
0
1.06
1.06
1.06
angry
NaN NaN
1.06 1.06 1.06
NaN NaN
0
0.86 0.86 1.08
NaN NaN
1.08
2.14
NaN NaN
2.69
-0
dark
NaN NaN
-0
melancholy
NaN NaN
1.07
1.07
1.07
1.62
0 3.17
-0
2.87
-0 0 -0
0.6
0
1.06
1.62
sad -0
0
0 -0
0.4
2.250 2.690
-0
NaN 0.2
NaN
3.89
1.03
1.03
0
1.06
1.06
0
1.08
1.08
0 2.69
-0 2.69
-0
0 -0
-0 -0
3.89
0
1.06
0 1.08
-0
mellow
0.00
4.24
4.24 4.24
angry
0 4.24
-0 4.240 1.5
0 4.24
-0 4.240 4.24
-0
cool 0.60.16 0.00
1.15
1.15
1.15
aggressive
0 1.15
0 1.15 1.15
-0 1.150 0.14
-0 0.27
0
angry
0.00
1.06
1.06
0 1.06
-0 1.06
-0 1.060 1.06
-0 1.060 1.06 1.060 dark
0 1.06
-0 0.18
-0
0.5
aggressive
0.00
1.08
1.08
1.08 1.08
-0 1.08
-0 1.080 1.080 1.080 1.08
-0 melancholy
0 1.0
0 1.08
-0 1.080 1.08
-0
dark 0.4
0.17
2.690 2.69
2.69
sad
-0 2.69
-0 2.69
-0 2.69
-0 2.690 2.69
-0 2.69 2.690 2.690
0 2.69
-0
melancholy
0 -0 -0 -0 -0 -0
-0 0 -0 0
0.5
sad 0.3
0 0 -0 -0 0 -0 -0
-0 -0 0 -0
0
3.53
0
0 1.06
-0 1.06
-0
0 -0
0 -0 -0
2.69
0.17 0.17 0.26 0.26 0.26 0.26 0.26 0.26 0.62 0.62 0.79 0.79 0.79 0.92 0.19
1.04 0.19
1.04 0.28
1.40
4.24 4.24 4.24 4.24 4.24 4.24 4.24 4.24 4.24 4.24 4.240.00 0.00 0.19 mellow
NaN NaN
NaN
NaN 0.24
0.26 0.10
0 1.15
-0 1.15
-0 1.15
-0
0.00 0.00 0.00
1.15 1.15 1.15
0.21
NaN
0.00 0.35 0.54
1.06 1.06 1.06
NaN
0.23 0.23 0.23
1.08 1.08 1.08
NaN
0.75 0.75 0.75
2.69 2.69 2.69
NaN
3.89
1.03
0
1.06
R d oh d
0
-0
0
-0
0
0
0
-0
-0
-0
-0
0.26
-0
-0
NaN NaN
-0
0.00 0.10 0.10 0.19 0.19
1.15 1.15 1.15 1.15 1.15
0.12 0.20 NaN 0.20
0.74 0.74 0.74 0.86 0.86
1.06 1.06 1.06 1.06 1.06
NaN
1.05 1.05 1.05 1.05 1.05
1.08 1.08 1.08 1.08 1.08
0.32
NaN
1.47 1.47 1.47 1.47 1.47
2.69 2.69 2.69 2.69 2.69
NaN
0
0
0
romantic
0 -0 -0 -0
0
1.05 1.05
1.08 1.08
1.05
mellow
1.57
1.36
1.36
1.36
1.36
1.36
1.93
2.09
2.09
2.45 0.63
2.45
0.19
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
2.35
2.35
2.35
2.35
2.35
2.35
0 -0 -0 -0 -0 -0 -0 -0
0
0.00 0.00
0.00 0.00 0.00 0.00
cool
0.4NaN 0.00 0.00aggressive
soft
1.47 1.47 1.74 1.91 2.19 2.35 2.35 2.35
-0 -0 -0
2.69
0 -0 2.69
00.00 00.00-0 0.00
-0 0.00
-00.16
-0 0.00
-0 -0
dark
0.00
0.00 -0
0.00
NaN
angry
mellow
0.3
-0 -0 -0 -0 -0
-00.00 00.00
-0 0.000 0.00
-0 0.00
-0 0.00
-0 0.00
0 -0
melancholy
0.00
0.11
0.24
0 -0 -0
0.24 NaN
cool
NaN
0 -0
0.2
N wA
0.12
aggressive
0.11 0.27
-0 -0 -0
0.09
0.09
0.00
0.00
0.00
aggressive
0.00
0.09
0
sad
0.09
0.09
0.00
0.00
1
0.18
0.18
0.00
0
0.19
0
3.29 3.29
3.29 1.22
3.29 1.41
3.29 1.41
3.29 3.29
0.84
0.97 3.29
0.97 3.29
1.22 3.291.223.291.223.29 1.22
4
mellow
0.7
1.19
1.19
1.19
1.36
1.36
1.36
1.36
0.00
0
00.00
1.19
1.19
0.000.15
0.00
1.19
0.00
0.00 0.00
0.4 0
1.36 1.36 1.36
0 0.44
0.44
0.3
2.35 2.35 2.35 2.35 2.35 2.35
2.35 2.35 2.35
0 0.00
0 0.00
0 00.00 0.000.11
0 0.00
0.00
0.00 0.00
0.00
0.00
0.18
0.18
2.35
0.00
0
0.10
0
0
0.00
0
0.00
16
cool
1.19
1.36
0
0.10
0
M 2mm
0.00
0
0.00
0
1.36
0.00
0
E n
0 -0 -0
0
0.11
1.19
1.36
0.10
2.35
0 -0
0
0.11 0.11
1.19 1.19
0.00
0
0.10
00.22
0
00.00
0.00
0
n
0.18
0.18
0.00
0.00
0
0.18
0.00
3
1.19
0.17
3.1
0.00
0.00
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
0.11
0.11 0.11
angry
0.11
19
0.11
0.11
3.7
0.19
1.19
1.19
1.36
1.36
0.11
0.19
0.11
3.29
11% 10.53
1.31
42% 42.11
1.19
1.19
50%
0.11
1.19
0.2 0
0.09
0.00 0.00
0.00
0.40
0.40
0.40
0.00
0.00
0.00
0.00
0.00
0 0.00
0.00
16
0.44
0.64
7
2.2
0.64
1.6
0.14
0.64
0.64
0.22
Coun n11 C2.0ow
0.18
0.49
sad
0.49
0.71
AVERAGE
C
0.00
0.00
0.00
0.71
0.85
0.00
0.00
0.94
0.00
0.94
0.00
0.94
0.00
1.25
1.25
0.00
0.00
0.00
4.591
0.00
0.00 0.00 0.24
0.00
0.60
0.60
0.60
0.60
0.60
0.26
0.26
0.68
0.80
0.80
0.80
2.15
2.15
2.15
0.79
0.79
0.79
0.00
0.00
0.40
0.26
0.70
5.509
2.15
1
2.15
0.60 0.60
sexy
0.13
0.60
0.68 0.68 0.68 0.68
romantic
3.672
0.68
0.80 0.80
soft
0.80
NaN
0.80
0.80
happy
1.25
1.25 NaN
1.25
funny
0.80
dark
0.80
0.80
0.41
0.19
0.41 0.41
0.18
0.80
0.80
0.80
NaN
0.80
0.80
1.25
1.25
1.0
funny
00.20 1.25
NaN
NaN
0.15
0.00 1.25
0.42 1.25
0.58 1.25
0.69 1.25
0.69 1.25
0.69 1.25
0.69 1.25
0.69 1.25
0.69 0.14
0.69 1.25
0.69 NaN
0.69 1.25
0.69
1.25
1.25
1.25
1.0
sad
0.15
0.60
0.68
0.20
0.68 0.68
0.80
0.80
0.80
0.68
0.15
0.80 0.80
NaN
0.15
0.15
0.41
0.41
0.41 0.41 0.41
mellow
0.41
0.41
1.30
1.30
1.30
1.59
2.754
1.76cool
1.76 1.76
0.16 NaN
1.93 1.93
1.93
2.11
2.45
2.45
2.45
2.45
0.23 0.16 NaN
2.45 2.45 2.45 2.45
0.30
0.30
0.30
0.30
0.30
0.30
angry
0.30 0.30
0.22 NaN 0.16
0.30 0.30 0.30
0.30
0.30
0.30
0.22 NaN 0.09
0.30 0.30 0.30
0.30
0.30
0.30
0.30
1.405
0.22 NaN 0.16
0.22 NaN 0.24 NaN 0.15 0.11 0.17
0.22 NaN 0.16
0.30 0.6
0.30 0.30 0.30
0.00 0.30
0.00 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18 0.30
0.18
0.84
0.84
0.84
1.56
aggressive
1.56 1.56 1.56 1.56
0.12 NaN 0.15
1.56 1.56 1.56
1.56
0.13
1.56
1.56
0.12 NaN
1.56 1.56
1.56
1.56
0.16
1.56 1.56
0.12 NaN 0.15
0.13
0.12 NaN
NaN 0.14
0.12 NaN 0.15
1.56 1.56 1.56 1.56
0.00 1.56
0.00 1.56
0.00 1.56
0.00 1.56
0.00 1.56
0.00 1.56
0.00 1.56
0.32 1.56
0.32 1.56
0.32 1.56
0.32 1.56
0.32 1.56
0.32 1.56
0.32
0.53
1.84
1.84
0.53
0.53
dark
0.53 0.53
0.53
melancholy
1.84 1.84 1.84 1.84 1.84
1.84
0.918
sad
NaN
1.84
1.84
1.84
0.41
0.53
0.53
1.84
0.17
1.84
1.56
NaN 0.14
0.53 0.53 0.53
1.84
NaN
NaN
1.84
NaN
1.84
0.53
0.53
1.84
1.84
0.15
0.41
0.53
C
1.84 1.84
0.13
14
0.32
0.3
0.17
NaN
NaN
NaN
1.84
0.00 1.84
0.00 1.84
0.00 1.84
0.00 1.84
0.26 1.84
0.26 1.84
0.26 1.84
0.26 1.84
0.36 1.84
0.60 1.84
0.60 1.84
0.84 1.84
0.84 1.84
0.84
NaN
NaN 0.10
0.18
NaN
0.2
0.96
0.00
0.00
0
0.25
0.25
0.25
0.25
0.38
0.38
0.38
0.38
0.29
0.29
0.49
0.49
0.49
0.49
0.67
0.67
0.18
0.18
0.18
0.34
0.34
0.34
0.34
0.34
0.19
0.19
0.30
0.30
0.30
1.4
0.30
0.30
0.30
0.57
0.57
0.57
0.80
0.96
0.96
0.96
0.96
0.96
1.37
0.69
0.69
0.69
0.69
0.91
0.91
1.07
1.07
1.07
1.53
0.53
0.53
0.69
0.69
0.82
0.82
0.97
0.97
1.10
1.23
0.54
0.54
0.54
0.54
0.54
sad
melancholy
0.54 0.80 0.80 0.80
0.93
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
3.66
3.66
3.89
3.89
4.11
4.11
4.47
4.47
4.47
sad
4.47
4.47
4.47
4.70
4.70
4.93
4.93
5.08
5.27
5.51
5.51
5.51
5.51
5.51
5.51
0.38
0.38
0.51
0.51
0.51
0.51
0.73
0.84
0.84
0.84
0.97
0.97
0.97
0.97
1.10
1.10
1.10
1.10
1.10
0.67
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.95
0.95
0.95
1.06
1.06
1.06
1.06
1.15
1.15
1.15
1.34
0.34
0.52
0.52
0.52
0.52
0.52
0.52
0.52
0.52
0.66
0.66
0.66
0.66
0.66
0.66
0.66
0.66
0.66
0.66
0.84
0.84
0.84
0.84
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
1.93
2.09
2.09
2.09
2.09
2.25
2.25
2.25
2.40
2.40
2.52
2.69
2.69
2.69
2.69
2.69
2.93
3.10
3.10
3.10
3.10
3.10
3.10
1.97
2.19
2.19
2.36
2.36
2.51
2.51
2.51
3.06
3.27
3.27
3.44
3.44
3.44
3.44
3.65
3.65
3.65
3.65
3.65
3.65
1.37
1.50
1.50
1.65
1.65
1.65
1.65
1.65
1.65
1.65
1.65
1.77
1.77
1.93
1.93
2.06
2.06
2.18
2.18
2.18
2.18
2.18
2.18
1.50
happy
1.21 1.37 1.37 1.37
sexy
1.07 1.29 1.29 1.53
soft
cool
1.10 1.23 1.23 1.23
aggressive
0.99 0.99 0.99 0.99 0.99
melancholy
0.70
0.88
0.99
1.21
1.21
1.21
1.39
1.50
1.50
1.50
1.0
0.17
0.17
0.17
0.17
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.35
0.46
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.38
0.38
0.38
0.57
0.57
0.57
0.57
0.57
0.57
0.86
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
0 -0
-0
0 -0
-0 -0
0 -0
-0
-0
-0
-0 -0
0
0
0 -0
0
-0
0
0
0
0
0
-0
0 -0
0
0
0 -0
0
0 -0
0
0
0
1.616
0
0
0
0 -01.154
0 -0 -0 -0
0
0
0
0
0
0 -0
0
0 -0 -0
melancholy
0
2.85 3.06
happy
funny
0
0
14
15
NaN NaN
0.19
16
0.42
0.92
0.92
0.42
funny
0.92
0.92
sexy
0.42
0.42
0.51
0.51
0.51
soft
1.50
1.50
2.26
2.26
0.28
0.28
0.32
0.32
0.16
0.16
0.16
0.16
1.81
1.81
1.81
1.81
0.18
1.34 1.34AVERAGE
1.44 1.44 1.44 1.44 1.44
1.44
0.84 0.84 1.02 1.02MAX
1.02 1.02 1.02
1.02
0.61
0.50 0.69 0.69 0.69 0.69
PRESENCE
%0.69 0.69 0.69
0.51
0.51
0.51
0.51
0.51
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
funny
sexy
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
2.26
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.16
0.16
0.16
0.16
0.16
0.16
0.16
0.16
0.16
0.16
0.16
0.16
0.16
0.16
1.81
1.81
1.81
1.81
1.81
1.81
1.81
1.81
1.81
1.81
1.81
1.81
1.81
1.81
sexy
romantic
romantic
soft
soft
mellow
mellow
cool
cool
angry
angry
aggressive
aggressive
dark
dark
melancholy
melancholy
sad
sad
cool
dark
melancholy
0
1.836
Coun
n C 3.672
ow
C
NaN NaN
NaN NaN
0.39
NaN NaN
0.13
0.09
0.26
0.1500.21
NaN NaN
sexy
1.50
1.50
1.50
1.50
1.50
1.68
1.79
1.79
1.79
1.79
1.79
1.79
1.79
1.79
1.79
0.46
0.46
0.65
0.65
0.65
0.65
0.65
0.65
0.82
0.82
0.82
0.82
0.82
0.82
0.82
soft
0.86
0.96
1.57
1.57
1.57
1.57
1.57
1.57
1.57
1.57
1.57
1.57
1.57
1.57
1.57
NaN NaN
0.10
0
0
0
0
0
sexy
cool
romantic
angry
soft
mellow
cool
dark
0
0angry
aggressive
> 0.25
0
happy
n
10
sum
3.1
avg
0.31
6
1.1
0.18
2
0.3
0.14
4
0.7
0.18
15
4.3
0.29
%
melancholy
42% 41.67
sad
25
25%
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.21
0
0 -0
0
0
0
0
0
00.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
0
0 -0 funny
0 0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
0
0 romantic
0 -0 0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
angry
3
0.6
0.21
13%
12.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.13
0
aggressive
1
0.1
0.13
4%
4.167
happy
42% 41.67
37.5
38%
funny
funny
0 dark
sexy
melancholy
0.23 0
romantic
0.25
sad
M
soft
8% 8.333
17% 16.67
62.5
63%
6
0.8
0.14 25%
mellow
0 10 20 30 40 50 60 70 80 90 100
2.6
0.22 50%
cool 12
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.11
0
dark
10
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09
0
melancholy
0 -0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
< 0.09
0
9
10
2.1
2.9
0.24
0.29
7
1.8
0.22 31%
sad
3.2
0.32
0.33
0.32
NaN NaN
0.15
0.16
NaN NaN
0.33
0.27
0.27
0.52
0.39
0.20
0.10
60
80
100
0
20
1
40
60
2
0.17
80
3
100
0.34
%
M
cool
%
0
0.112
%
0.225
M
angry
dark
sad
25
PRESENCE %
50
%
aggressive
melancholy
M
M
0 10 20 30 40 50 60 70 80 90 100
sexy
soft
mellow
cool
aggressive
0.20
romantic
0.13
soft
0.26
40
angry
0.20
%
%
sad
M
0 10 20 30 40 50 60 70 80 90 100
M
mellow
0.15
cool
0.10
angry
NaN NaN
NaN NaN
20
romantic
42% 41.67
SUM
42 43 44 45 46 47 48 49 50
0.16
NaN NaN
NaN NaN
0.20
0
funny
mellow
0
NaN NaN
PRESENCE %
PRESENCE %
aggressive
0
0.16
100
2.5
happy
soft
0
0.37
80
2.0
sexy
dark
0.45
60
1.5
0
0.159
0.318
0 10 20 30 40 50 60 70 80 90 100
funny
melancholy
0.27
M
romantic
sexy
0.2310.19
0.20
%
happy
0.69
funny
0.16
5.509
AVERAGE
1.02
happy
0.37
40
1.0
happy
0.32
NaN NaN
NaN NaN
20
0.5
happy
funny
0.28
0
0.19
0
0
AVERAGE
PRESENCE %
0.92
0.42
0
0
2.26
angry
0
NaN NaN
sad
1.50
mellow
NaN NaN
0.16
0.92 0.92 0.92 0.92 0.92
0.92
AVERAGE
0.19
0.42 0.42MAX
0.42 0.42 0.42
0.42
0.37
0.51
0
0.11
1.74
0.51
NaN NaN
0.462
SUM
1.44
0.86
AVERAGE
0.16
1.74
1.30
0.51
0
0.20
1.74
1.30
0.42
NaN NaN
NaN NaN
1.74
1.30
0.92
0
20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
1.74
0.51
0
17 18 19
0.693
1.74
0.42
0
sad
1.74
0.92
0
0
1.30
2.35
0.51
0
0 -0
1.15
2.35
0.16
0.42
0
0
0.38
2.35
0.92
0
0
0.38
2.35
0.51
0
0
0.16
2.35
0.42
0
0
1.15
0.16
2.35
2.35
0.92
0
0
1.15
2.35
0.51
0
mellow
0.95
2.35
0.42
0
0.4
0.95
2.35
0.38
0.51
romantic
0
0
NaN NaN
0.92
2.35
0.38
mellow
0.923
13
1.74
0.83
0
0.195
0.391
1.22 1.22 1.22 1.22 1.22 1.22 1.35 1.35 1.35 1.35 1.35 1.35
0 10 20 30 40 50 60 70 80 90 100
0.46
romantic
42 43 44 45 46 47 48 49 50
0
1.74
0
1 aggressive
0
0 -0 dark
0 0
0 -0
0
0
1.74
0
-0 -0 angry
0 -0
0
0
1.74
0.83
0
-0
soft
0
1.74
0.83
0
-0 -0
0 happy
0
0
happy
1.74 1.74 1.74
0
0 -0 -0 -0 -0 sexy
-0
0
0.99
2.35
0 -0
0
1.385
0 -0 -0 -0 -0 cool
-0
0
% 17%
5PRESENCE
0.8 0.11
Fig. 2. Accumulated LSA values of emotional components triggered by the lyrics and
their corresponding last.fm tag clouds - from top left and across: “Everybody hurts”
(R.E.M), “Iris” (Goo Goo Dolls), “Wonderwall” (Oasis), “Time to pretend” “Rehab”
(Amy Winehouse).
funny
1.57 1.93 1.93
romantic
1.69 1.80 1.97
mellow
angry
1.37 1.37 1.37
dark
0.99 0.99 0.99
sad
0.8
1.10
2.35
0.68
2.35
aggressive
42 43 44 45 46 47 48 49 50
0.40
0
0.68
2.35
0.38
sad
3.54
0.17
0 -9E-04
0
NaN
1.81
NaN
0.40
0.70
0 -0
0.16
0.17
1.81 1.81
3.33
0.28
0 -0
1.81
0.16
0.40
0.17
00-0 -0
0.16
1.81
1.81
3.11
0.70
0
0.16
1.81
1.57
0.26
0.28
0.1
0.16
1.81
NaN
1.33 1.57
NaN
3.11
0.17
0 -0
0.16
0.16
0.26
0.43
0
0.32
2.88
0.15
0 -0
0.28
0.32
0.26
0.17
0
2.26
0.28
2.88
0.43
0 -0
1.50
2.26
0.32
0.26
0.15
0
1.50
0.28
2.64
0.17
0
0.51
0.26
0.43
0
0.42
0.51
0.26
0.26
0.15
-0
0.92
0.42
0.51
2.30 2.45
0.281
0.17
-0
0.92
0.42
0.51
2.26
2.30
0.15
-0
0.92
0.42
0.51
1.50
0.26
0.17
0
0.92
0.42
0.51
0.32
0.26
0.00
0
0.92
0.42
0.28
0.1
2.07
00.6
0
0.92
2.26
2.07
0
1.74
1.50
0.26
0
1.74
0.50
0.32
1.84
0
1.74
0.50
0.28
0.26
0
1.74
0.50
2.15
1.74
0.17
0
1.74
0.50
1.32
0.26
0.00
0 -0
1.74
0.40
NaN
0.16
1.38
0.17
0
1.52
0.12 NaN
0.32 0.32
0.26
0.00
0
2.35
0.22 NaN
0.28 0.28
1.18
0.17
0
2.35
0.28
0.26
0.00
0
0.16
2.35
0.25 0.16 NaN
1.82 1.93 2.04
melancholy
15 0.2
16 0.562
17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33
34 35dark
36 37 38 39 40 41
0.00
0
0.16
cool
2.35
0.13
0.32 0.32
14
0.00
18
0.16
2.35
0.28
NaN 0.18 0.11
0.16 0.16 0.16 0.16
13
0.00
0 0.2
-0 0
0.40
2.35
1.82
0.32
0.11 mellow 0.19
0.96 0.96 1.06 1.33 1.33 1.33
angry
cool
0.29
0.10 0.61
0.00
17
0.40
1.98
1.62
0.12 0.16 NaN
1.30 1.30 1.41 1.62
0.32
12
1.2
0.40
NaN
1.61
0.12 NaN 0.15
0.32 0.32 0.32 0.32
1.30
0.32
11
0
0.25
0.336
1.24
dark
aggressive
0.00
0
0.25
0.87
0.22 NaN 0.16
0.28 0.28 0.28 0.28
1.30
mellow
soft
0.00
16
0.25
sexy
funny
0.15
0.32
0.00
0
0.25
0.87
aggressive
angry
0.1
0.3
1.15
0.00
15
0.25
romantic
sexy
0.34 0.20
0.28 0.28 0.28 0.28
soft
romantic
0.32
0.00
-0
0
sad
0.25
0.15
0.18 0.18
NaN
NaN
0.23
NaN 0.18 0.11
0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.53
0.00 0.00
0.4
sad
-0
0
0.53
1.84
0.41.84
NaN
0.4
0.11
1.124
0.53
0.00 0.53
0.00
0.843
0.3
13
0.53
1.84
0.25
0.87
0.460.360.61
melancholy
dark
0.5
0
dark
0.5
NaN 0.18
melancholy
NaN
R d oh d
0 NaN
NaN
0 0 0 -0 0 0 0 0 NaN
NaN
0 0 0 -0
-0 NaN
NaN
-0 0 0 -0 00 -0 0 -0 NaN
NaN
-0 0 0 -0
1
2
3
4
5
6
7
8
9 10
-0 NaN
NaN
-0 0 0 0 0 -00.00 00.00 -0
NaN
NaN
-0 0 0 0
0.00 0.00 0.00 0.00 0.00 0.00 0.26 0.26
happy
0 NaN
NaN
-0 0 -0 0 -0 -00.24 00.24 00.46 NaN
NaN
-0 0 -0 0
0.46 0.61 0.80 1.04 1.04 1.04 1.04
1.0
funny
E-04
0 NaN
NaN
0 0 0 -0 0 -8.55E-04
0 00.13 NaN
NaN
0 0 00.25 -0
0.13 0.13 0.13 0.25funny
0.25 0.25
sexy 0.13 0.13happy
0 NaN
NaN
-0 -0 0 -0
0 NaN
NaN
-0 -0 romantic
00.29 -0
0.90 0 -0 sexy
0.29 0.29
romantic 0.00 0.00 0.18 0.18 0.18 0.29 0.29mellow
0 NaN
NaN
0 -0 0 0 0 00.00 00.00soft
00.00 NaN
NaN
0 -0 0 0
0.00 0.00 0.18 0.18 0.18 0.18 0.18
cool
angry
soft
0.8-0 -0 -0 -0 NaN
-0 NaN
NaN
-0 0 0 -0
NaN
-0 0 dark
0 -0
aggressive
mellow 0.00 0.00 0.00 0.00 0.19 0.19 0.19 0.19 0.19 0.19
melancholy
-0 NaN
NaN
-0 -0 0 -0 -0 -00.16 -0
-0 NaN
NaN
-0 -0 sad
0 -0
0.16 0.16 0.16 0.16 0.41 0.57 0.57 0.57 0.57
0.7
cool
0 NaN
NaN
0 -0 0 0 0 00.22 10.22 00.38 NaN
NaN
0 -0 0 0
0.38 0.38 0.38 0.60 0.60 0.69 0.69
angry
0 NaN
NaN
0 0 -0 00.6-0 -00.12 -0
0 NaN
NaN
0 0 -0 0
0.12 0.28 0.28 0.41 0.41 0.53 0.53 0.53 0.53
aggressive
0 NaN
NaN
0 0 0 -0 0 -00.00 -0
0 NaN
NaN
0 0 0 -0
0.00 0.18 0.29 0.29 0.29 0.29 0.29 0.43 0.43
0.7
cool
angry
aggressive
0.26
0.53 0.53
0.15
NaN 0.87
0.87
0.16
1.15 1.15
0.10
NaN
NaN
NaN 0.18
0.00 0.68
0.00 0.68
0.00 0.68
0.00 0.68
0.00 0.68
0.00 0.68
0.16 0.68
0.16 0.68
0.16 0.68
0.16 0.68
0.16 0.68
0.16 0.68
0.16
0.68
NaN
1.16
2.28
0.15
0.168
0.13 0.87
0.42 0.87
0.87
0.69
2.45
0.00
0.9
happy
funny
0.13 NaN
NaN
0.23
0.11
sexy0.60
romantic
AVERAGE
0.24
0.00
0.00 0.60
0.00 0.60
0.00
0.00 0.60
0.00 0.60
0.12 0.60
0.12 0.13
0.25 NaN
0.25 0.60
0.37
0.60
0.60
0.60
0.60
mellow funny 0.8
happy
0.72
cool
angry MAX
sexy
romantic0.7
0.18
NaN
NaN
0.14
NaN
aggressive
0.12 0.80
0.12 soft
0.21 0.80
0.21 0.80
0.21dark
0.37 0.80
0.37 mellow
0.37 0.80
0.37 0.80
0.37 0.80
0.37 0.80
0.37
0.80
0.80
0.80
0.80
melancholy
sad
cool
angry 0.6
aggressive
dark 0.16 NaN
0.25 0.16 NaN
NaN 0.20 0.36
2.45
2.45
2.45
0.14 2.45
0.41 2.45
0.62 melancholy
0.62 2.45
0.62 2.45
0.62 2.45
0.62 2.45
0.74 sad
0.95 2.45
0.95 2.45
1.15 2.45
1.15 2.45
1.15
0.5
0.18
0.00
0.68 0.68 0.68
soft
0.8
0.00 0.80
0.00
0.80 0.80 0.80
mellow
1.686
NaN
0.41 0.41
0.15
0.690.260.69
0.19
NaN
NaN
NaN
0.00 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.16 0.41
0.40
0.41
sexy
0.130.9
NaN
0.00 0.60
0.00 0.60
0.00
0.60 0.60 0.60 0.60 1.967
0.60
romantic
soft
0.60
0.68
0.69
0.24 0.85
NaN
0.22 0.85 0.85
0.16 0.85
0.19 1.07
0.24 NaN
0.61 0.61 0.61 0.85 0.85
0.85
1.29
happy
funny
AVERAGE
sexy
romantic
0.13 0.67
NaN
0.13 NaN
0.370.130.51 0.51 0.51 0.51 0.67 0.67
0.79 0.79 0.92 0.92 0.92
0.92
soft
mellow
PRESENCE
%
0.10
0.10
NaN 0.18
0.10
NaN
0.16 0.16 0.16 0.42 0.42 0.42 0.42 0.42 0.42 0.42 0.42 0.42 0.42 0.42
coolhappy
angry
0.18
NaN
0.18
NaN
dark
0.37 0.37 aggressive
0.37 0.37 0.51 0.51 0.51 0.51
0.51 0.51 0.51 0.51 0.51 0.51
funny
happy
NaN
0.19
NaN
melancholy
sad
0.40 0.66 0.76 0.76 0.76 0.76 0.76 0.76 0.76 0.76 0.76 0.76 0.95 1.13
NaN0.00
0.22 0.00
0.16 0.00
0.19 0.00
0.24 0.00
NaN
0.23
NaN
0.23
0.21
0.11
0.00 0.00
0.15
0.28
0.28
0.28 0.00
0.28 0.00
0.28 0.00
0.28 0.00
0.28 0.00
0.28 0.00
0.28 0.24
0.28 NaN
0.28 0.22
0.46
0.000.140.000.200.000.360.000.100.000.240.00
0.00
0.00
0.00
0.60
0
melancholy
NaN1.25
1.25
1.25
0.15
0.53
0.41
0.25 0.16 NaN
2.45 2.45 2.45
1.25
0.11
0.41 0.41
NaN 0.18 0.11
0.53 0.53 0.53 0.53
NaN
0.41 0.41
1.25
NaN
0.41 0.41
1.836
SUM
0.00
0.00 2.15
0.00
0.00 2.15
0.00 2.15
0.00 2.15
0.00 26
0.00 27
0.00 28
0.00 29
0.0030
0.00 31
0.0032
0.12330.12340.12
0.38 0.38
0.38 0.38
0.38 0.38
0.38
0.38
0.38
0.38 0.38 48
0.38 0.38 50
0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38
2
18 2.15
19 2.15
20
21 2.15
22
23
24
25
350.12
36
420.00
43 0.00
44 0.00
45 46
2.15 3
2.15 4
2.15 5
2.15 6
2.15 72.15 82.15 92.15 102.15 112.15122.15132.1514 2.1515 2.1516 2.1517 2.15
2.15
2.15
2.15
2.15
2.15
2.15
0.00 0.00
0.00 0.00
0.00 37
0.00 38
0.00 39
0.0040
0.00410.00
0.00 47
0.00 0.00 49
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.16 0.16 0.16
happy 0.00
happy
funny
1.25 1.25 1.25 1.25 1.25 NaN
1.25 0.26
1.25
sexy
romantic
NaN
0.22
NaN
mellow
0.00soft
0.00 0.00 0.16
0.00 0.19
0.00 0.24
0.00
0.00 0.00
cool
angry
NaN
0.60 0.60 0.60 0.60 0.60 0.13
0.60 NaN
0.60 0.60
aggressive
dark
NaN 0.18
0.10
NaN
sad
0.68melancholy
0.68 0.68 0.68 0.68 0.68
0.68 0.68
1.25
24% 24.14
17% 17.24
3% 3.448
0.11 10% 10.34
1.5
2.0
2.5
0.16 52% 51.72
0.09
sad
melancholy
30%
0.00
0.79
1.68
0
0%
10% 10.34
0
0%
18% 18.42melancholy
dark
sad
0.94
2.15
17
10% 10.34
10% 10.34
0.64
2.15
16
%
34% 34.48
31% 31.03
romantic
mellow
romantic
soft
cool
soft
mellow
angry
mellow
cool
< 0.09 0
0.1 0.31
0.18 0.31
0.44
0.44 0.44 0.44 0.44
aggressive
1.36
50
1.36 1.36
42% 42.11 aggressive
cool
angry
2.35 2.35 2.35 2.35 2.35 2.35 2.35 2.35 2.35 2.35 2.35 2.35 2.35 2.35
29% 28.95 aggressive
angry
dark
0.00 0.00 0.00dark
0.09 0.09 11
0.09 0.09 1.8
0.09 0.090.16
0.09 0.09
aggressive
5
0.8
0.16 13% 13.16melancholy
dark
melancholy
0.00
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.330.13
0.33
2.15
15
0.45
0 -0
-0 -0
0.6
2.62 2.79
3.29 0.84
3.29 0.84
3.29
0.63
0.63 2.95
0.63 3.12
0.63 3.290.633.29
0.843.29 0.84
0.19 0.19
1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31 1.31
0.18
0.18
0.18 0.18
0.5
0 0.18
0 0.18
0 00.18 0.180.17
0 0.18 0.18 0.46 0.46 0.46 0.46 0.46 0.46 0.46 0.46 0.55 0.55
10.1
2 39
3 40
4 415 42
6 43
7 44
8 45
9 46
10 47
11 48
120
13 50
14
22 0.37
23 0.37
24 0.37
25 0.48
26 0.64
27 28
381.01
391.01
40 1.01
41 1.01
42 1.01
43 1.01
44 1.12
45 46
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
38
49
0.11 15
0.27 16
0.27 170.37 180.37190.37200.3721 0.37
0.64 29
0.74 30
0.74 31
0.74 32
0.74 33
0.74 34
0.7435
0.7436
0.85371.01
1.28 47
1.28 48
1.38 49 50
14
12
2.35
00.00
0 0 NaN
-0 0.00
-0
NaN 0.00 0.00
-0
0.09
0.09
0.00
00.00
-0 0 NaN
-0 0.100
NaN 0.10 0.10
0.00
0.24 0.00
NaN 0.00
0.24 0.00
NaN 0.00
0.09 dark
0.09 0.09
0.09
1 -0
0.00
0 -0 -0
0
sad
melancholy
0.00 0.00 0.00 0.00
angry
0.1
0.00
18
13
12
dark
1.57 1.93
1.40
0.28 0.28 0.28 0.44 0.44 0.44 0.44
0funny
0
0 -0 0 melancholy
0 -0 -0 -0 -0
0sad 0 NaN
-0 0 NaN
-0 0.190
romantic
0.6
0.37 0.37 0.48 0.48 0.48 0.48 0.58 0.58 0.76 0.76 0.85 0.85 1.03 1.03 1.13 1.13
0.09
0.09-0 0.090 0.090
1.150.00 00.00 0 0.090 0.09
0 -0 -0 sexy
0 1.15
00.15
0 0.09
-0 0.09
0 0.09
0 0.12 0.09
-00.09
cool
NaN -0
0.20
NaN0 0.20
NaN 0.11
soft
0.86 0.86 0.86 0.86 0.86 0.86 0.97 0.97 0.97 0.97 1.08 1.08 1.08 1.08 1.19 1.19
1.06
0 0 -0 0.5
0 1.06
00.00 00.000 0.00
-00.100.00angry
0 0.00
0 0.00
0 0.00
0 0.00
0 0.00 00.00
00.00-0 0.00
-0 0.000
NaN
NaN
NaN
0 -0 -0
0.00
1.15
NaN
0.54
1.06
NaN
0.85
1.08
NaN
0.89
2.69
NaN
0.2
C
0
sexy
aggressive
0 4.24
-0 4.24
-0
0
-0
SUM
n
0
1.23
0
0
0%
6% 6.452
23% 22.58
M mm
Now At Last
0.58
1.40
AVERAGE
happy
funny
sexy
happy
romantic
12.12
funny
6.25
soft
sexy
mellow
3.03
6.25
romantic
cool
50
15.15
soft
angry
31.25
3.03 aggressive
mellow
21.880
cool
dark
12.5 melancholy
angry
24.24
25 aggressive
sad
0
dark
33.33melancholy
sad
3.03
0.22 0.17 0.17 0.17
0.6
0.14
0.68 0.77
0.86 0.9512%
0.2
0.12
6%
16 0.240.6
3.3
0.24
0.24 0.24 50.24
0.24
angry
soft
0.24
0.44 aggressive
0.44 0.61 0.61 0.61
mellow
0
0
0.32
0.21
0.35
melancholy
0
0.34 13%
0.12
0.09 0.0924%
0 < 0.09 0
0.29 25%
sad 0.098
0.12
0.13
0 1.55 1.55aggressive
0.00
1.28
1.28 1.46
1.55 1.73 1.82 1.82 1.82 02.00 2.090.0
2.09 2.09
2.09 2.09 0%
angry
AVERAGE 0.098
1.5 0.20 24%
0.09
dark
0.11
0 0.00 0.00 0.00 0.18
0.2 0.1
0.13
0.00
0.00 0.00
0.00 dark
0.00 0.00 0.0011
0.00 0.001.4
0.00 0.00
0.00 0.0033%
0.00 0.00 0.00 0.00 0.00
aggressive
0.10 0.11
0.16
0.09
melancholy
0
-0
0
0
0
-0
0
0
0
-0
-0
0
-0
0
0
-0
-0
0
0
-0
-0
0
-0
0
0
0
-0
0
0
0
-0
0
0
0.09
0
1
0.2
0.16
20
40
60
80
100
dark
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00 0.00 3%
0.3
0
0.5
1.0
1.5
2.0
0.26 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.79 0.79
0.79
0.79
0.79
0.79
0.79
0.79
0.79
0.79
0.79
0.79
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
1.28
1.28
1.46
1.46
1.46
1.46
melancholy
melancholy
3.2859
dark
0 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
0 25 26 27 28 29 0.28
SUM
0dark
SUM
1
2 39
3 40
42 41
5 42
6
7
8
9
10
11 48
12 49
13 50
14 13
15 1416
23
27
31 32
33
0.16
0.30
0.16
15
23
30313132
3233
3334
3435
35
3637
37
38
43
44
45
46
47
n 1.3sum0.14avg 27%% 27.27
4 43
5 44
6 45
7 46
8 47
9
10
11
12
1517 1618 1719182019 21
2022
21
22 24
23 25
24 26
25 0.20
26 28
27 29
28 30
29 30
31 32
33 34 350.0936 37 38 39 40 41 42 43 44
0.1045 46 47 48 49 50
0.15
16 16
17 17
18 18
19 19
20 20
21 21
22 22
23
2424
25 26 27 28 29 30
36
38
39 1 40
413 42
48
49
50
n
sum
%
avg
sad
0
0
-0
0
0
0
0
-0
0
0
-0
0
0
-0
0
0
0
-0
-0
0
-0
0
0
-0
0
-0
0
0
0
0
0
-0
0
<
0.09
0
9
melancholy
0.00
0.00
0.00
0.00
0.14
0.14
0.14
0.14
0.14
0.14
0.14
0.14
0.14
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32
0.32 0.32
sad
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.16 0.16 0.16 0.16funny
0.16 0.16 0.16
0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.26 0.26 0.26
sad
happy
0.35 0.23
0.57melancholy
NaN 0.39
0.28 0.23
0.23 0.23
0.23
00.11 0.12 0.13
-0
-0 00 00 0 00 0 -4E-04
0 -0 0 -0 0
0 0melancholy
0 0 33%
0 0 33.33
0 00 0 0.19
0 0.13
0 0 0 0 00.13 0 0 00.15 0 0.090 0.260 0.090 0.260 0
0.12 0.09 0.33
0.17 0 -00.37 0 -0
0.19 8% 8.333
1.8
0 -0 0.13
happy
0.09 0.26 2
0.09 0.26 0.4
-0 -0 -0
-0
-00 -00 -00
0NaN
00 0-0 0-0
0-0 00 0
0happy
0 -0
0 happy
0 0-0
0 0-0
00.23 0-0
00.58 sexy
00 -0
0
0 00
0 -0
70 0.02
2.2
0.31
2.0
N
NaN
aN
romantic
-0 -0
-0
0
NaN
-0
NaN
NaN
-0
-0
0
0
NaN
-0
-0
0
0
0
.42
0
.00
N
aN
-0.20
-0.02
0.06
0
.00
happy
happy 0 NaN
sad
AVERAGE
0.00 0.27 0.27 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.50 0.50 0.50 0.50 0.86 0.86 0.86 0.86 0.98 0.98 0.98 0.98 1.10 1.10 1.10 41.10 1.220.6
1.22 1.22
1.22 1.22
0.11 0.26 0.26 0.26 0.43 0.57 0.73 0.95 1.09 1.09 1.51 1.51 1.51 1.51 1.51 1.73 1.73 1.73 1.73 2.17 2.32 2.32 2.32 2.32 2.44 2.44 2.60 2.60 2.60 2.60 2.60 2.77 2.87 2.87 2.96 2.96 2.96 2.96 3.11
0.11
13%
1.00.15sad
NaN
0.19 0.19
0.19
0.250 0.13 0.09
0.09
0.25
0.09
0.09
0.090
-0mellow
0
-00.21 0happy
0 00.25 00.13 00.09 -0 0.25
0 0.13 4
0
0 0.13
0 0.090 19%
0 0.090sad
0 0 0 0 0 PRESENCE
0 0 0 0 0% 0 0 0 0 > 0.25 0happy
37.5
9
2.4
0.26 38%
-0 0.190 0.100
0
00.19
00 00 00
00 00 0
0funny
0 2.7383
00 000 000 000 soft
00 00 NaN
0 00.09
00 00
0 0 0-0-0>-000.25
19.050 0 0 happy
funny
1.3
0.31
funny
N0aN
NaN
0 -01.8
0 00 00 0NaN
0funny
0
NaN
00funny
-0
NaN
0 0 -00 0 0 NaN
0 00 0 0.03
-0.14
0.24
NaN
0.22
-0.04
0.16
0.19
0
.24
happy
funny
funny 0 NaN
1.6 1.0
0.16
0.13
0.13
happy
funny
-0
-0 cool
-0 20
-0angry
-0 22
0 26
0 27
0 28
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13
14
15
16
17
19
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0.63
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0.83
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3
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2
3
4
5
6 angry
7
8
9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
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0.26
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0.24
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8
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N
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0.00 0.002 0.00 0.00
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0.12 0.12 0.23melancholy
0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.35 0.35 0.35 0.35
0.35 0.35 0.35 0.35 0.35 0.35 0.35 0.35 0.35 0.35 0.35
1.0
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0.10
0.36
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0.36
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0.36
0.17 0.17 0.17 0.17 0.17
0.36 0.40
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0.36 0.30 0.36 0.36
0.36
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0.6
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-0
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0 0.20
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00.17
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0 0.00
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0 0 62%
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0.15
0
14
2.3
0.16 58% 58.33
N
0 0 NaN
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0
NaN
0
0
0
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13
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angry
0.00 0.23 0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.32 angry
0.32 0.49 0.49 0.49 0.49 0.49 0.49 0.49 0.49 0.49 0.49 0.49
0.10
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0.18
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0.13
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0.13
0.13 0.13
0.13
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0.8
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0aN
0 0 10%
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0 9.524
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0.13 0 softaggressive
8.333 mellow
N
2
0.3
0.14
8%
0 0 NaN
0 -0
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NaN
00 -0
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0.12
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0 0 00-0 0-00.13
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0.20
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0.00 0.00 0.00
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cool
0.18 0.00 0.00
0.21 0.00 0.00 0.11
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0.11
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0 00.00 00.00 00.00 00.00 00.00 0 0.000 0.000 0.000 0.000 0.000 0.00 0.00
0.110.00mellow
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0 -000 -00
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19.05
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1.6
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0.6
0.4
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angry
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0.62 0.09
0.20 0.09 0.09mellow
0.31 0.21 0.21 dark
0.00 0.00 0.00 0.00 0.00 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.090.230.09 0.09 0.09
0.09 0.09 0.09 0.09 0.09
0.21 0.21 0.21 0.21 0.21 0.21 0.21 0.21 0.21 0.21 0.21 0.21
cool
0.15
0.23 NaN 0.25
0.22
0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24
0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38 0.38
0.3
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00 -0
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0 -00
0 -00-00 -0-00.09
14.29
0
0.4
3
melancholy
aggressive
melancholy
melancholy
melancholy
angry
0.15 0.95
0.57 0.95 0.95 0.95 0.6
0.18 1.47
0.27 1.56
0.16 1.56 1.56
0.4 0.00 0.09 0.09 0.20 0.20 0.56 0.56 0.56 0.56 0.56 0.830.5477
0.33
0.55 NaN 0.52 0.11 0.44
0.83 sad
0.83 0.83 0.170.830.580.83 0.83 0.95
0.95 0.95 1.100.271.10
1.56 1.56 1.56 1.56 1.56 1.56 1.56 1.56 1.56 1.56
0.3
cool
0.00
0.00 0.00 9
0.00 0.00 1.8
0.00 0.00
0.00
angry
-0
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0 0.10
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0 sad
0 -0.05
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0 0.31
0 0 29%
0 0 28.57
0melancholy
0 0 0.00
0 0.00
0 0.00
0 0.00
0 00.00 00.00 00.00 00.00 00.00 0 0.000 0.000 0.000 0.000 0.000 0.00
< aggressive
0.090.00 00.00 0.00 0.00 0.00 0.00 sad
37.5
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0.61
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38%
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0sad
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60 -0.09
1.8
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0.2 0.13
0.39 0.39 0.09
0.39 0.39 0.49 0.49 0.49 0.49 0.49 0.49 0.49 0.49 0.49 0.49
0.2 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.14 0.14 0.26 0.39 0.39 0.39 0.39 0.39 0.39 0.39 0.39 0.39
angry
melancholy
0.16 sad
0.16 0.16 0.16 0.16 0.16 0.16 0.16 0.26 0.26 0.35 0.35 0.44 0.44 0.44 0.44 0.44 0.44
0.56 0.56 0.56
0.56 0.56 0.65 0.65 0.74 0.74 0.74 0.74
0.2
aggressive
AVERAGE
dark
6
1.1 0.19 24%
AVERAGE
4
1.0 0.23 21% angry
0.1
sad
0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.43 0.90 0.90 0.90 0.90 0.90 0.90 0.90 0.90 0.90 0.90 0.90
0 0.36 0.36 0.36
1.0953
aggressive
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.09 0.09 0.18 0.18 0.18 melancholy
0.18 0.18 0.18 0.18 0.36
0.45 0.45 0.542.1906
0.54 0.54 0.54 3.2859
0
1.415
2.829
4.244
0 0.1
dark0 0.00 0.00 0.00 0.00 0.00 0.00 0.09 0.09 0.09 0.09 0.09 0.09 0.18
0.3
0
8048
100
1 40
2 41
3 42
4 43
5 44
6 45
7 46
8 47
9 48
10 49
11 50
12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 aggressive
30 31 32 33 34 35 36 37 380 39 4020
41 42 40
43 44 60
45 46 47
49
50
15 16 17 18 19 20 21 220
23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39
0.11
0.10
0.11 0.37
0.16 0.37 0.37
0.10 0.37
0.11 0.16
0.11 0.16
0.10
sad
0.37 0.37 0.03
0.37 -0
0.37 0.28
0.37 0.09
0.37 0.1
0.37 -0
0.37 -0.1
0.37 -0.1
0.37 0.03
0.37 -0
0.37 0.37
0.37 -0
0.37 0.16
0.37 0.37
0.37 0.06
0.37 0.03
0.37 0.03
0.37 0.37
0.37
0.37 0.37
0.37
0
-0.1
-0
0
0.03
-0
0
-0.1
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0
0.03
0.06
0.03
0
3.0
dark
0.00
0.00
0.09
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0.09
0.09
0.09
0.09
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0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
melancholy 0.00 0.00 0.00 0.00 0.00 0.00 0.10 0.21 0.21 0.37
happy
SUM
0.23 3.90
0.81 3.90
0.81 3.90
0.93 3.90
1.02
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.88 211.8822
1.88 23
1.88 24
1.88 25
1.88
1.88 27
1.88 28
1.88 29
1.88 30
1.88 1.88
1.88
1.88
1.8843
1.88 44
1.88 45
1.88 46
1.88 47
1.88 48
1.88 49
1.88 50
1.88
SUM
1.52 1.74 1.74 1.74 2.32 2.32 2.71 2.71 2.98 3.21 3.21 3.44 3.67 3.67 3.67 3.90 3.90 3.90 3.90 3.90 3.90 3.90happy
3.90
3.90
3.90
3.90
3.90
3.90
3.90
3.90
3.90
3.90
1 38
2 39
3
4
6
7 44
8 45
9 46
10 47
11 48
12 49
13 50
14 1.52
15 1.52
16 1.8817 1.88181.88191.8820
26
31 1.88
32 1.88
33dark
34 0
35 1.88
36 1.88
37 1.88
381.88
391.88401.88411.8842
16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
40
415 42
43
0.16
0.28 0.28 0.28 0.28 0.28 0.44 0.44 0.05
0.44 0.04
0.44 -0
0.44 -0
0.44 0.02
0.44 0.03
0.44 -0
0.44 -0.1
0.44 -0
0.44 -0.1
0.44 -0.1
0.44 -0
0.44 0.02
0.44 0.02
0.44 -0
0.74 -0.1
0.74 0.11
0.74 0.05
0.74 0.74
0.74 -0.1
0.90 0.90
0.90 0.02
0.90 1.10
1.10 0.11
1.10 0.05
1.10
-0 -0.1
-0 0.02
-0 -0.1
0 0.19 0.19 0.19 0.34 0.34 00.34 0.34 0.34 0.5
melancholy
0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.19 0.19 0.19 0.19 0.19 0.19 0.19
0.34 0.34 0.34 0.34
happy
sad1.920.001.920.002.110.002.30 0.002.30 0.00
funny
1.00.34 0.34
1.5
0.00 2.49
0.00 2.49
0.00 2.49
0.00 2.49
0.00funny
0.09 2.49
0.09 2.49
0.09 2.49
0.09
0.35 2.49
0.48
0.57 0.57
0.57 0.78 0.78 0.78 1.03 1.16 1.25 1.25 1.51 NaN
1.63 1.73 1.73 1.98 2.11 2.20 2.30
2.39 2.49 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58 2.58
1.30 1.49 1.59 1.59
2.49
2.49
2.49
2.49
2.49
2.49
NaN
NaN
NaN29
NaN31
1 1.59
2 1.59
3 1.73
4
5
6
7
8
9 2.30
10 2.49
11 2.49
12 2.49
13 2.49
14 happy
15 2.49
16 2.49
17funny
18
19 20
21 22
23
24
25
26 27
28
30
320.1233 34 35 360.26
37 38 39 40 41 42 43 NaN
44 45 46 47 48melancholy
49 50
1.02.49
NaN 1.59
NaN 1.59
NaN
NaN
0
sum
%
avg
1.0
0.15
0.10
0.15
0.10
0.18
0.15
0.12
0.20 n
0.15
sexy
romantic
1.2
-0
0.03
0.07
-0
-0
0
-0
0.07
-0
-0
0.12
-0.1
0
0
-0.1
-0
-0.1
-0
-0
-0
0.12
-0.1
0
0
-0.1
-0
-0.1
-0
0
sad
0.45 0.67
0.45 0.67
0.45 0.67
0.600.670.690.670.95
1.41 1.53 1.66 1.66 1.66 1.75 2.01 2.10 2.36 2.36 2.36 2.36
sexy
0.00 0.60
0.00 0.60
0.00 0.00 0.60
0.00 0.60
0.00 0.60
0.00 0.60
0.16 0.16 0.60
0.16
0.29 0.60
0.29 0.29 0.29 0.29 0.29 0.29 0.29 0.42 0.42 0.42 0.42 0.55 0.55 0.55 0.55 0.67 0.67 0.67 0.67 0.67 0.67 0.67 0.67 0.670.190.670.32
0.67 0.32
0.67 0.32
0.67 0.32
0.67 0.67
0.67 1.04
0.67 1.30
0.67 1.30
0.67 1.30 1.30 1.30 happy
0.60 0.60 0.60 0.60 0.60 0.600 0.60 0.60
0.60
0.60 0.60
0.60
0.60
0.60
0.60
0.22
0.11 0.60
NaN
NaN
NaN -0 -0 -0
0.37 0.37
sad0
-0 0.60
-0 0.600 0.600 0.600 0.60 0.600 0.60
-0 0.60
-0 0.60
-0 0.600 0.60
-0 funny
02.5
-0 sexy
-0 0.20
0soft
0 0.160happy
-0 NaNmellow
0 -0funny
-0 0.60
0 01.0
0 happy
0 -00.18 0 0 0 happy
-0 NaN
-0
0 NaN0 0.370funny
0 0.37
0 0 0
0.46
NaN NaN
NaN NaN
happy
6 funny
1.3
0.22 16% 15.79
AVERAGE %
happy
happy
AVERAGE
PRESENCE
0.9
0 -0.1
0.09 0.19
-0.1
0.020.190.040.410.07
-0 romantic
0 0.76
-0 0.76
-0 0.76
-0.1 0.76
0.030.76
0.030.89 -01.29 -01.29 01.29 1.29
0
0
-0 1.29
-0 -0.11.29
0.03 0.03
0 1.29
0 1.29 1.29 1.29 1.29
sexy
0.9
0.00
0.19
0.64 1.14
0.76
1.29 -01.29 -0
1.29 1.29
1.29 1.29 1.29 1.29 1.29 1.29AVERAGE
1.29 1.29 1.29 1.29 1.29
1.29 1.29 0
angry
romantic
0.32 0.32 0.32 0.32 0.55 0.550 0.84 0.840 1.14
1.140 1.140 1.140 1.14 1.140 1.140 1.14
1.14
1.14
1.14
1.14
1.14
1.14
1.14
funny
AVERAGE
0.23
0.13
NaN 1.14
NaN
NaN 1.14
NaN 1.14
0.22 0.22
0 1.140 1.140 romantic
0 1.140sexy
0 1.14
-0 0.15
0cool
0 1.140 1.14
0 0.64
0 1.14
0 1.14
-0
0 1.14
00.18 -0
00.15 0 funny
0 0 00.241.29
-0 1.29
0 sexy1.29
0 NaN
-0 1.29
0 NaN
0 0.220romantic
0 0.22
0 0 0 > 0.251.29 01.29 1.29 1.29 sexy
romantic
5.5
0.21 0.19
68% 68.42
NaN NaN
NaN NaN -0
funny
funny 26
soft 0
mellow
happy
funny
aggressive
dark
1.0
0.9
-0 -0.1
0 0.28-00.69
-0 0.03
0.16
0.04
0.070.69
0.04 1.20
0.071.20-0 1.20 -01.200.15
-0.1
-0
0.16
0.48-00.69
0.480.01
0.750.01
0.93 0.69
1.02 0.69
1.02 0.69
1.02 0.69
1.02-0 1.02-0 1.200.15
1.20-0.1
1.20 0.13
1.20 -0
1.20 0.03
1.20 0.16
1.20 soft
1.20
1.20 0.13
1.20 1.20
1.20 1.20 1.20 1.20 soft
1.20 1.20 1.20 AVERAGE
1.20 1.20 1.20 mellow
1.20 1.20MAX
1.20 1.20 1.20
1.20 1.20 0
0.52 0.52 0.52 0.52 0.69 0.690 0.69 0.69
0.69 0.69
0.69
0.69
0.8
sexy
sexy
-0 0.69
-0 0.69
-0 0.690 0.690 0.69 0.69
-0 0.69
-0 0.69 0.69
-0 0.690 0.690 0.690 soft
-0 0.69
-0 0.69
-0 0.69
0 0.69
0cool
-0
0 0.93
0MAX
-0
0 1.02
00.14sexy
-0
-0
0 -0
0romantic
-0 NaN
-0 0.12
-0 NaN0 1.20
0mellow
0 0 1.20
0 1.20
0 1.20 1.20
0.25
angry
NaN
NaN 0.69
0.12 -0
NaN 0.57
0.12
NaN -0
0.12 -0
0.16 0
0.12
0
1.4 0.14
0.14 0.62
26% 26.32
NaN NaN
NaN NaN
happy
sexy
sexy 10 angry
sad
0.8 melancholy
romantic soft
happy
cool
happy
angry
1 0.25
20.25 030.25 04
5
6 0.17
7 -0
8cool
9 0.25
100.25
11 0.01
12
14
15 0.25
16 17 0.25
18 19 20
25 0.25
26 0.25
270.25
280.2529
2.0 1.19 1.19-0 1.19-0 1.19
aggressive
0.11-0
0.11-01.19
0.110.09
0.11 -00.25 1.19
0.25 1.19
0.25
0.25 1.19
0.25
0.25
0.25 -0
0.25
0.25
0.25 13
0.25
0.25 21
0.25 22
0.25 23
0.25 24
0.25 0.25
0.2530
0.25 31
0.25 32
0.25 33
0.25 0.25 0.25 0
0.16
-00.25dark
0.17
-0 0.8
0.02
0.011.19
0.01
0.01
0.01
0.02
0.01
00.25 0.01
0.69 0.69 0.69 0.69 0.82 0.82
0.94 1.040 1.19
1.19
1.19
1.19
romantic
-0 1.19
-0 1.190 1.19
-0 1.19 1.19
-0 1.190 1.190 1.190 1.190 1.19
-0 mellow
-0 1.19 mellow
0 -0 -0 0.00
0 1.19
-0
-0
-0
-0
-0
-0
0 0.25
00.26
-0
0 0.25
0 0.25
-0mellow
0 NaN
-00.010.25
-0 NaN
0 00.25
-0dark
0 -00 0.25
0 0 0.25 0.25
0.23
romantic
NaN
NaN 1.19
0.16 -0 1.19
NaN 1.19
NaN 0 -0 -0 soft
1.4 0.28
0.14 26% 26.32
0.42
NaN NaN -0 NaN NaN
funny
aggressive
dark
romantic
romantic 10MAX
0.7 0
aggressive
funny
funny
soft
melancholy
sad
0.000.500.000.50 0.00
0.11 0.50
0.11 0.50
0.11 0.500.110.500.110.50 0.11
0.11
0.11
0.11
0.11 0.50
0.11 0.50
0.11 0.500.110.500.220.50 0.22
0.37 0.50
0.37 0.50
0.58 0.500.580.500.580.50 0.58
0.24
0.24 0.24-0 0.240.05
0.24 -00.24 0.04
0.24 0.08
0.50 0.06
0.50 0.50
0.50
0.50
0.50 0.00
0.50 0.11
0.50 0.11
0.50 0.50
0.500.31
0.50 0.05
0.50 0.23
0.50 0.50
0.50 0.22
0.50 0.22
0.50 0.22
0.50 0.50
0.50 0.58
0.50 0.58
0.50 0.58
0.50 0.50 0.50
cool
0.8
-0
0.02
-0 0.55
-0.10.55
0.04
-0 -0
-0.1
0.04 0.04
0.55 0.55 0.55 0.55 0.55 0.55
0.55
0.55 0.55
0.55
0.55
0.55
0.55 0.55
0.55
0.7
melancholy
soft
-0 0.55
-0 0.550 0.55
-0 0.550 0.55
-0 0.55 0.55
-0 0.55
-0 0.550 0.55
-0 0.550 0.550 0.55
-0 cool
-0 cool
0 0.55
-0-0 0.12
0 0.55
-0 0 0.55
-0 0.55
0 0.55
-0 0.55
0happy
-0
-0
00.04 00.31
-00.05
-0 0.23
-00.14-0
-0 0.08
0 0.06
-0angry
0 -0sad
0 -0 0 0
0.21 0
soft
melancholy
6 sad
1.0
0.17 16% 15.79
0.09 NaN
NaN -0
0.15
NaN
NaN0 -0 NaN
sexy
sexy
NaN NaN
NaN NaN
soft
soft
0.7NaN
0
0.23
sexy sexy
romantic
romantic
soft
n
sum avg
%
0.25 0
AVERAGE
5
0.7 0.15
0.13 16% 15.63
sexy
16
17 18 19 20 21 22
23 24 25 26 27 28 29
0
12.12
0.15
18 190 20 21 22
23 24 25 426 270.6
28 29
30 3112% 18.75
happy
0.23
6 MAX
1.3 0.40
0.22
19%
romantic
0.09
0.09 0.30
0.30
24.24
0 1.000 1.13 0.24
0.18
0.86
1.13 1.13
1.27 1.40 1.40 81.40 1.541.4
1.67 1.80
1.93 2.0624%
funny
0.21
21.88
0
0.41
0.19
0
0
0 0 0 -0 -0 -0 < 0.09 0
n
sum avg
%
0.12
7
1.9
0.27 22% 21.88
2.6
0.14 56% 56.25
0.12
0
0.25
happy
happy
funny
funny
mellow soft
0.190 0
cool
mellow
angry
0.170 0
cool
aggressive
0.150 0
angry
dark
0
AVERAGE
0
19 20 21 22 23 24 25 26 27 28 29
0.13
0
35% 35.48
0 0
0%
0.15
20
31
0 21
0 22
0 23
0 24
0 25
0 26
0 27
0 28
0 29
-0 30
-0 -0
10 -0 -0
-0 -0
0 0 0 0 0 0 0 0 0 0 0 0 -0 0.09
0-0 0 melancholy
19%
00.37 0 0.09
-0 0 -0 0 -0 05 -0 01.1-0 0.22
0 -0 -0
-0 -018.52
-0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
melancholy -0 0 0 -0 0.121 0 0 -0 0 -0 0 -00.15
0 0 0.24
-0 0.240 0.24
-0 0.24
-0 0.240 0.240 0.240 0.240 0.24
-0 0.240 0.240 0.24
-0 0.240 0.240 -0 00.3
-0
0 0.000 dark
0 0.000 0.00
-0 0.000 0.00
-0 0.000 0.000 0.000 0.000 0.000 0.00
-0 0.000 0.09
cool
0.9
0.00
0.00
0.00 0.00 0.00 0.00 0.00 0.13 0.13 0.13 0.13 0.13 0.13 0.13 0.13 0.13 0.24 0.24
0 0 0 0 0.14
0 0 00.12 00.13 00 01 -0
0 00 00 01 00 -0
0 -0
0angry
00.24 -0
00.24 -0
00.24 <00.240.09
0.34
30%
-0
00.10 0 0 0 -0 -0 -0 -0 -0
-0 -08 -0 -02.7-0 -0
-0 -0
-0 cool
-029.63
-0 0 0 00.16 0 0 0 0 0 0 0 0 0.10
0 0 0 0 0 0.090
sad
sad
melancholy
0 0 0 -0 0 -0 0 -0 0 -0 -0 0 0 0 -0 -0 -0 -00.2
-0
0 0.40
-0 0.400 0.400 0.400 0.40
-0 0.400 0.40
-0 0.40
-0 0.58
-0 0.670 0.670 0.09
0 0.89
-0 1.28
angry
0.00
0.89
0.32 0.55 0.55 0.55 0.55 0.97 0.97 0.97 0.97 0.97 1.16 1.16 1.16 1.16
1.64 1.76 1.76 1.76 1.76 1.94 1.94 2.14 2.14 2.14 2.14 2.14 2.33 2.33 2.33 2.33 2.33 2.44 2.57 2.57
aggressive
angry0.6
AVERAGE
7
1.7 0.22 27%
0.09
0.09 0.25
0.47
0 0 -0 0 0 -0 -0 0 0 0 -0 0 0 -0 0 -0 0 -00.10 0.00
-0 0.000 0.000sad
0 0.000 0.000 0.00
-0 0.00
-0 0.00
-0 0.000 0.000 0.000 0.09
-0 0.000 0.09
0.00
0.00
0.00
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 dark
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 aggressive
aggressive
0
0
0.14 0.13
0.14
-05 0 -0
0 -0 -0 -0
Rehab
0
0 -0 -0 -0 -0
17
18 -0
19
20 -0
-0
Amy Winehouse
0mellow
0 0 -0 -00.09 -0 -00.11-0 -0 0.36
-0
0.3
angry
0 1
1 0.4
0 cool
0 0 -00.00 00.00 00.00-0 0.00-0 0.000
aggressive
0.2
0.00 0.00 0.00 0.00 0.13
0 -0
0
15
15 16
NaN
NaN
-0 0 0 NaN
0 NaN
-3.69E-04
0 -0 0 -0 0 -0 0 -0 0 NaN
0 NaN
0 0 0 0
0.22
happy -0 -0 -0
0 -0 0 0.16
NaN
NaN
-0 NaN
NaN
-0 -0 -0
0.14 0 -0
0.10
-0
04 0 00.60 0.13
0 0 0.18
09%0 -0 0
melancholy
19melancholy
20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
sad 0 0 AVERAGE
sum
0 NaN
-0 13-0 14-0 150 160 170 180 190 20-021 022NaN
024 NaN
026 027avg
028 0
4 NaN
5 06 -0
7 0
8 NaN
9 10
11 12
23n
25
29 %
30 31 32 33 34 35 36 37 380 39 40 411 42 43 44
49 50
2 45 46 47
3 48
4
funny 0 0 0 1 0 2 03 NaN
NaN
NaN
0 NaN
NaN
0 00 00.11 0.15
0
0.27
0.11
0.12
0.36
0.44 0.15
0.12
0.16
0.17 0.10
0.09
0.15
sad
-0 1
0 0 0sad
0 -0 0 0 -0 -0 0.170 0.140 0.16
0 0.22
0 0.14
0 0 00.42-00 0 0 0 00-001 0-0
0 0.22
00 NaN
00 -0
00 -0
00 -0
00 NaN
00 -0
0 NaN
0 -0
happy
NaN
00 00 -0
0 0 0-00 0-0 -00 -00 -0
0 0-0-0NaN
-0-0 NaN
0-0 0-00.30
0-0 0-048%
-0
-013
03.9
-0 -048.15
-0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
sexy happy
NaN
NaN
0 NaN
NaN
0 0 0
PRESENCE
%
1.0
-0 0
0 1.6
0 1.0
0 0 -0 0 0 0 0 0 0 0 0 0 0 0 -00 -00 0 -0
0 0 -0
0 0-0
0 NaN
00 NaN
0 -0
00 -0
0 00 NaN
0 00 NaN
00 00 >0 0.25
0-0 -0 00 0-0 funny
48%
-0
-0
-0
-0
0-0-0
0NaN
013
-02.5
0 39
0
0 048.15
0 0 0 0 0 0 0 0 0 0 0 SUM
0 0 0 0 0 0 0 0 >
0 34
0 036
NaN
-00 38
-00.19
-00 -0
4
5
6
7
8 romantic
9 10 11 12
13 14 15
16 17
18 19
20 0
21 22 0
23 24 025 0260270280 290 30
31 32
33
35
37
40
funny
NaN
NaN
-0 NaN
NaN
-0 -01 -02 3 happy
1
2
3
4
5
6
7
8
9 10 11 12 13 14 15 16 17 18 19 20 21 22happy
23 24 25 26 27funny
28 29 30 31 32 33
funny
-0 -0
-0 -0 0 -0 0 -0
-0
0
0
-0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
11.11
0
11%
happy
funny
-0 NaN
0 0-0 -00 -00 NaN
-0
-0 0 -0
0 -0-0 -0-0 0-0-0-0
-0-0-0NaN
03-0-0 NaN
-00.6
0 0-0 0-0
-0 -0 0.9
-0 2.4
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
sexy
-0sexy
-0 -0 0-0-00.09
-00 NaN
-0 -0
-0 -0
00.2000 0
0-0 0 0.20
0.9-0
soft
0.13 -0
0.17
0.11
0.13 -0 NaN
NaN
NaN
-0 NaN
NaN
1 0sexy
2-0 3-0 4 0 5-0 6 0romantic
7 0 8-0 9 0 10-0 11-0 12 0 13 14 15
sexy
romantic
1.4 -0
happy
0
-0
-0
0
0
0
0
-0
0
0
-0
0
-0
-0
0
0
0
0
0
0
0
sexy
romantic
happy
AVERAGE
0.18
-0 0
0 -0
0 -0 -0 1 -0
-0
-0
-0
-0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.23
18.52
0
5-0-035
0.23
19%
2
3
4
5
6
7
8
9 10 11-0 12
15
170 0
180 -0
19
20
21
22 NaN
23
30
31
36
37
38
39
-0 NaN
0 -0
0 NaN
0happy
-0
0 -0
025-0
0260
0 27-0
0 28
00 29
-0-0romantic
00 -0
0-0-033
034
01.1
0 -0
-0 -0
-0
-0 -0 -0 0 1 0 2 0 3 soft
0 4happy
0 50 60 7
0 08 mellow
09funny
010 0 11 0 12 0 130 140 150 16
0 17
0 130 -014-000.23
0-016
NaN
-0
-024-0
-0 32
NaN
NaN
-0-0 -0
romantic
mellow
mellow
0.12
0.24
0.09
0.22
NaN
NaN
-0 NaN
NaN
-0 -0 -0 soft soft0.09
mellow
0.13
0.8
0 0.16
0 2.980 0.20
0 0-03.41
0MAX
000.7
0 3.50
00.17
-0
0 -00 -014.81
00.8
0 2.1
0 000.17
0cool
00 0.25
-0
0 -0
0 00.250
0 0.21 0 0 0.30 0 -0 0.300> 0.86
0.25
funny
happy
0 0
0 -0 0 -0 -00.18-00.29-0cool
-0 0.39
-0 0.580 0.73
0 angry
0 1.11
0 1.11
0 01.39 01.39 01.39 001.39 001.55001.78-0
0 1.9400 1.94
0 1.94
00 2.23
0 2.23
00funny
02.23 -0
02.23 -0
0 0 00.210 0-0 -0 -0
0.13
4-0
15%
romantic
0.29-0 0.29
0.91
2.87 -0
3.16
3.50
-0
0-0-03.41
-03.50
-0 0
-0
-0 03.50
-0
-0
00.00 00.13funny
0 0.25sexy
0 0.25
0 0.25
0 0.25
0 angry
00.25 00.39 00.520 0.520 0.520 0.86
0 0.86
0.48
happy
0soft
0 -0 -0 -0 NaN
NaN
-00 -0
-00 NaN
-0
NaN
02.23 002.4300 2.5200 2.71-00 2.710-02.71
-0 -0
0 -0soft
NaN
NaN
0
03.50
1.2
happy
NaN
NaN
-0 NaN
NaN
-0 -0 -0 cool aggressive angrydark cool
0.11
0.15
0.13 mellow
0.22
sexy
soft0 0.00
dark
00.19
00 1.60
0 1.6000 1.60
0 -0
-0 2.06
-0 0 02.15
0 2.1500.15
0 2.36
-0 -00 -029.63
-00.7
-0 00.00
-0 00.00
-00 0.00
0aggressive
0 00.10
-0 00.10000.19000.22
00 0.190
0.25
-0 0
0 sexy
0 0.7
0 -0 -00.00-0
-0 -0 -0 -0 0 0.50
0 0.50
0 0.50
0 0.50
0 00.50 00.50 00.50 -0
0 000.73000.73-0
0 0.96
0 0.96
0 0 -0
0 0.96
00 sexy
00.96 000.96 -0
0 0 01.19
0-0
80-02.15001.2
funny
0.10
0.19
aggressive
-0
-0
00mellow
-0
-0
-0
-0
0 0.0000 0.000
00 0.10
00 0.10
00 0
0 0.41
0 0.41
0 0.41
0.00 0.00 0.00 0.00 0.26dark
2.06
2.15
mellow
-0 0 0 0.50
0 0 NaN
NaN
0 0 00.960 00.96
NaN
0-0
NaN
00.96 -0
-01.34-0
0 0 -0-0 1.83
0 00 -02.15
NaN
0 NaN
0
0 0 02.15
0-030%
funny
angry
funny
1.8
romantic
cool
melancholy
sadangry
NaN
NaN
0 -0
NaN
NaN
0 0 0 0 0melancholy
0.12
0 -0 romantic
0 -0 0 -0 melancholy
0 0 0 0sad
0 sad
0 0 0 0 0 0 00 -0
0 00 -0
0 -0
0 -0
0 0 00 -0
0 -0
0 00 -0
0 0 -00.17
000 -0
1.0
3-0-01.150-00.6
0.18
11%
0 0.88
-0 00 -0
0 -0
-0 -01.150 01.15
-0
0 1.15
-0
-0 -011.11
-00.6
-0 00.11000.12
00 0.11
-000.11
-0
-0
0 00.110 00.11000.11
-00 0.1100 0.110
0.23
-0 0.88
-0 1.150
-0
-0 0sexy
00.00
0 0.11
00 0.11
0 0.11
0-0 0
0 0.44
0 0.44
0 0.44
0.11
0.11
0.11
0.6
romantic
0.10 0.10 0.10 0.26
0.26
0.52
0.52
0.67
0.67 -0
0.67 NaN
0.67 00.67-0
0.88
1.15
1.15
aggressive
dark
soft
0cool
0 0.260 0.26
0 0.39
0 0.39
NaN
NaN
0 00.520 -0
NaN
00.67-0
0 0.79-0
0 0
-0 -0-0 1.01
-0 1.150cool
-0 NaN
-0 NaN
0
0 0 01.15
0-0 -0 sexy
aggressive
sexy
NaN
NaN
0 -0
NaN
NaN
0 00 000.00 00.00 00.00 0 0.000 0.000 0.100 0.10
0.11
0.23
0.09
-0 0
-0
-0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
48.15
0
0.33
48%
0 0.240 0.24
0 0.24
-0 -0
0 -00.24 00.35
00.35
0 0.35
0 0.35
0 0.35
-0 0.35
0 -0
00 -0
-013
-0
0 0.35
0
0 romantic
0 0 0 0 1.5
0-0 0mellow
0 0 -0
0 00 0-0 0 0
0 0 0 -00 -00 -00 -0
0 0 0.21
0
soft
-0-0
-00
-0-0
-0
-0
-0
0 00.35
-0-04.2
-00 0.35
-0
-0
-0
-0
00 -00 -0melancholy
sad
angry
soft
0.00 0.00 0.12 0.12 0.12 0.12 0.12 0.12 0.12
0.12 0.12
0.24 -0
0.24 -0
0.24 NaN
0.35
0.35
0.35 -0
0.35 -0
-0 0.12-0 0.240 00.24
-000.24
0-00.24
NaN
NaN
0-0 -0
NaN
-0-0 -0
0 -0
-0 0.350-0 angry
-0 0.35
-0 00.35
NaN
-0
NaN
-0
-0
0.5 0.00 0.00 0.00 0.00 0.00 0.09 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24
dark
romantic
0.5
0.8
NaN
NaN
NaN
-0 -0
romantic
-0 NaN
0 -0mellow
-0
-0
-0
0 -0
0 0 0 -0 -0 0 0 0 0 0 0 0 0 0 00 00 -0
0 00 -0
0 -0
0 00 00 00 -0
0 00 -0
0-0 0-00.13
33.33
0
cool
0.13
33%
-0 -00 -00 -00 -0
-0
0 -0
0 0 -0-0 09-0-0 -001.2
-0 -0
0 -0
-0 -0
-0
00.10
0 0.10
0 0.10
00 0.10
0-0 0
0 0.27
0 0.27
0 0.27
aggressive
-0
-0
-0
-0
-0 -0-0 -0-0soft
-0 00.1000 0.10
-00 0.10
-00 0.10
-0
-0
0 00.10
-0 00.27
-000.27
-00 0.27
-00 0.27
-0
0.19
0.10
0.00 0.00 0.00 0.00 0.00 0.00 melancholy
0.00 0.00 0.00aggressive
0.00 0.00
0.00
0.00
0.00 mellow
0.00 -0
0.00 NaN
0.10 -0
0.10 -0
0.10-00.10-00.100 0.10-00.10
0.21
0.34 -0
0.46 -0
0.46 -0
0.46
0 0.00-0 0.00-0 0.00
-0 0.00
0 0.00
NaN
NaN
-0 00.00 -0
NaN
0 0.10
-0 0.10
-0 0.21
-0 0.21
NaN
-0 0.21
NaN
-0
soft
NaN
-0
-0 -0
-0
1.2
0.4
angry
0.4
-0 NaN
-0 -0 NaN
0 NaN
0 soft
0 -0
-0 -0 -0 -0 0.09
-0 0 0 0 0 0 0 0 0 -0
0 -0
0 00 00 -0
0 00 00 00 00 -0
0 00 -0
0 -0 0.11
18.52
0
0.12
0.21
19%
-0 -0
0 -0
0 0 -0 0 05-0-0 -001.1
-0 0
0 -0
-0
-0 0 0 0 0 -00 -000.15-00 0
00 -0
0 0-0 0 0 0 0 0.09
0 -00 -00 00 0
0 0 0.17
0
cool
-0 -0 0 00 -0
0 00 -0
-0
-0
0 1.00
0 -00 -0-0
0 0.00
0.6
mellow
0.00 0.00 0.00 0.00 0.00
0.00 0.00
0.10 0.10 0.22
0.22 0.22 0.22 0.22 0.22
0.32
0dark
-0 0.62-0 0.62
-0 0.62
0 0.62
NaN
NaN
0 00.62 00.62 NaN
00.62 NaN
-0 0.62-0 0.62
0dark
0 0.76
NaN
0 0.88
NaN
0
0.14 0.30 0.30 0.30 0.30 0.30 0.30 0.48 0.62 sad
0.62 0.62
0.62
0.62
0.62
0.62 cool
0.62 -0
0.62 00.62-00.620 0.620 0.620 0.62
0.62
0.88
1.00 0
1.00 0
1.00 0
NaN
NaN
-0 NaN
NaN
-0 -0 -0
mellowaggressive
0
0 -0
0.05
0.39
0.09 -0 -0 0.18
10 0.18
010%
0 0 -0
0 -0
0 0.09
0 0 0 0.18
0 0.09
0 0 -0 -0 -0
dark
-0 0.01
-0 -0 0
0.18 -0 0.15
0.15 0.04
0 -0 -0
-0 0.15
-0 0.04
-0 -0
-0 0.07
-0 0.1
-0 0.04
-0 0.06
-0 -0
-0 0.04
0 -0.1
0 0.15
0 0.04
-0 -00 0.07
0 0.1
0 0.08 0.09
0 0.04
0 0-0 0.12
0 -0-0 0.2
03 0.04
0 0.04
00.4-0
0
-0-0 0.07
08%
-0 -0 7.5
-0 -0 -0 0 0 0 0 0 0 -0 0 -0 0 0 0
0.12
sad
aggressive
dark melancholy
0.44melancholy
0 0.110 -0 0 -0 -0 0 0 0 0 0 -0 0 -0 0.380 0 0.180 -0 -0 -0 melancholy
<dark
0.09 0
0.220 -013%
0 sad
0 -0 -0
0 -05 -0 -01.10 -0
0 -0 12.5
-0 -0 -0 0 0 -0 -0 -0 -0 0 -0 0 -0 -0 -0
sad
18
-0
0 -0
Time To Pretend
0
0 0.19
-0 0.04 0
0.05
-0 0
-0 0
-0 -00 0.05
-0.10 -0
0.01 0.01
-0 00
romantic
0.09
-0
0 0.15
0-0 sad
-0
00.0-0-0 0
0.00
melancholy
mellow
-0 romantic
-0 -0 -01.32
-0 soft
0 -0.1
0
0
0.11
soft
mellow
mellow cool
-0 -0 -0 -0
-0
1.10
-00 -00 -0 -0.1
0.01 0.02
-0.18 -0
-0 0
-0
0.01
0.10
0.12
0.15-0 00.01 -0.1 0.02
0 -0
0angry
0-0 00 -0
0 -0
-00
1.60.02
0.20
cool
-0 -0 mellow
-0 -0 -0 cool
0.1 -0 0.03 0.88
-0 0.04 0-0 0.03angry
0.11 -0
0.16 -0
0.02 -0
0.04 -0
-0 -0
-0.14 -0.1
0.02
-0.1
0 -0
0 0.16
0
0
0.50.11
0.12
-00 -00 -0 cool
-00.13
-0angry 0aggressive
00 0.05
-0 0.11
0 0.01aggressive
-0.1 -0.1
0.07
0.01 -0
-0.14 -0
0.16 -0
0.07
0.03
0.40 0.03
0.18
0.09 -0.1
0.22
0.18
0.20
0.19
0.13
0 melancholy
-0 0.480 0.12
-0 0 -0 0.03
-0 -0.1
-0 00 0.05
0 0.08
0 -00 0.08
0 0.06
-0 0.05
0 -0.1
0 -0.1
-0 0.03
0 -0.1
0 0.11
0 -0.2
0 angry
0 -0.1
0 0.02
0 dark
0 -0
0
00
0.9-0
0.23
0.66 0
aggressive
-0 -0 -0 -0
0 -0
0
12
13
NaN
0
0
0 0.26
-0
sad
dark
0.5
0 0 0 -0 -0 -0
12 13 14 15 16 17
0 -0 -0 -0 0 0
-0 0 0 0 -0
0 0 -0 0 -0 0
0 0 -0 0 0
0 0 -0 -0 -0 -0
0 -0 -0 -0 -0
9.30E-04
0 -0 0 -0 -0
-0 0 -0 -0
0 0 -0 0 -0 -0
-0 0 -0 -0
-0 -0 -0 0 0 -0
0 -0 0 -0 -0
0 00 -00 -00 00 00
0 0-0 -00 -0
-0 0
-0 0 0
-0 -0
-0 00 1-0 00 -0
0
-0 00 0-0 -0
-0 -0
-0 -0
-0
0 0-0 6.43E-04
-0 -00 -0
-0 -0
-0
0
0
-0
-0
-0
-0
0
-0
0
-0
-0
-0
-0
0
0
-0 0 -0 -0 -0 0.130
dark
angry
1.0 -0 -0 -0 -0 -0 -0
melancholy
aggressive
1
0
-0
0
-0
-0
-0
-0
0
0
0
-0
-0
-0
0
0.20
NaN NaN
0.33
0.32
NaN NaN
0.15
0.16
NaN NaN
0.33
aggressive
dark
0.20
melancholy
0.10
sad
0
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
42 43 44 45 46 47 48 49 50
2.24
2.24
2.24
2.43
2.43
2.63
2.63
2.63
2.75
2.75
2.75
2.75
2.75
2.94
2.94
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
3.14
0.60
0.60
0.60
0.60
0.60
0.76
0.76
0.76
0.76
0.92
0.92
0.92
0.92
0.92
0.92
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
1.07
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
1.90
1.90
1.90
2.27
2.43
2.63
2.63
2.82
2.82
3.09
3.55
3.55
3.55
3.91
4.08
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
4.28
0.50
0.50
0.50
0.50
0.50
0.63
0.63
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.80
0.80
0.80
1.19
1.19
1.46
1.61
1.81
1.81
1.81
1.81
1.81
1.81
2.20
2.20
2.47
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
2.62
0.43
0.43
0.43
0.43
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.63
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
1.26
1.26
1.26
1.59
1.59
1.59
1.59
1.86
2.13
2.64
2.85
2.85
2.85
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
3.18
1.10
1.10
1.10
1.25
1.45
1.45
1.45
1.45
1.45
1.45
1.77
1.77
1.77
1.92
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
2.12
1.84
1.84
1.84
2.18
2.18
2.28
2.28
2.28
2.28
2.28
2.44
2.44
2.44
2.77
2.77
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
2.87
0.73 0.73 0.73 0.73 0.73
0.73
AVERAGE
0.25
4.28 4.28MAX
4.28 4.28 4.28
4.28
0.78
1.428
2.855
4.283
AVERAGE
0.73
4.28
happy
funny
sexy
romantic
soft
mellow
cool
angry
aggressive
dark
melancholy
sad
0
0.159
0.318
F g 3 Accumu ated LSA va ues o emot ona components tr ggered by the yr cs
and the r correspond ng ast m tag c ouds - rom top e t and across “Now at ast”
(Fe st) “My mmorta ” (Evanescence) “Creep” (Rad ohead) and “Co orb nd” (Countng Crows)
PRESENCE %
M
%
happy
funny
sexy
romantic
soft
mellow
cool
angry
aggressive
dark
melancholy
sad
0 10 20 30 40 50 60 70 80 90 100
%
%
mellow 0.12 -0 -0.1 -0 -0 0
cool -0 0.02 -0 0.01 0.01 0.05
angry 0.05 -0 0.02 -0 0.01 0
aggressive -0 0.05 0.02 0 -0 0.01
0.05 0.06 -0 0.12 -0
0.03
0
0
-0
-0
-0
-0 0.02 -0
-0
-0 0.05 0.03
0
-0.1 0.04 0.07 0.05 -0 0.01 0.01 0.05
-0 0.06 -0 0.13 0.05 -0 0.05 -0
0
0
0
0.01 -0
-0
-0
-0 0.04 -0
-0
0
-0
-0
0
0
-0
-0
-0.1
0 0.02 -0 0.02 0.08 0.07 0.03 -0 0.03 0.01 0.09 -0
dark 0.04 0.05 0.08 0.03
0.02 0.02 -0
-0
-0.1 -0.1 0.12 -0.1 -0.2 0.03 0.05 0.02 -0
sad -0 -0.1 -0
0
0.02 0.03 -0.1
-0 0.02 -0
-0.1 -0.1
-0.1 -0.1 0.04 -0.1 -0.2 0.07 0.01 0.11 0.01 0.09 -0.1
-0 0.03 0.03 -0.1
0
sad -0
0.03 0.03 0.01
-0 0.02 0.08 0.08 0.02 0.08 0.04 0.04 -0 0.01 -0.1
0
-0
-0
0
-0
0
-0
-0
0
-0
-0
0
0
-0
0
-0
-0
0
-0
-0
0
0
0
0
-0
0
-0
0
-0
0
-0
0
0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
0
0
0
0
0
0
0
-0
0
0
-0
-0
-0
-0
0
-0
0
0
-0
0
0
-0
0
-0
-0
0
0
0
-0
0
-0
0
0
0
2
3
4
5
6
7
8
9
10
11
12
13
-0 0.11 0.13 -0
15
16
17
18
-0 0.13 0.13 0.13 -0
0
0
0
0
0
0.04 -0 0.14 -0
0
0
Stairway To Heaven
romantic
happy
soft
funny
mellow
sexy
cool
romantic
angry
soft
aggressive
mellow
dark
cool
melancholy
angry
sad
aggressive
0
0
0
0
0
0
0
0
0
0
dark
0
-0 0.02 -0.1 00.01
0 -0 14.29
-0 0
4
0.4
0.11 -0 14%
funny
-0.1 -0.1 0.02 0.02 -0.1 0.04 -0
0
-0 00.04
-0 0 17.86
0 -0
5
0.5 sexy
0.11 0 18%
0.05 0.03 -0 -0.1 0.02 0.11 -0 -0 -0.1 00.01
0 -0 -0 0-0
0 romantic
0.0
0.00 0 0%
-0 -0 -0.1 0.01 0.01 -0 -0 0.03 -0.1 00.03
-0 -0 -0 00
0
0.0 soft
0.00 0 0%
0.03 -0 -0 0.04 0.03 0.05 0.03 0.11 0.04 00.03
0 -0 7.143
-0 -0
2
0.2
0.12 0 7%
mellow
-0 -0 -0.1 0.04 -0 0.01 -0.1 0.02 -0 00.01
-0 -0 10.71
-0 0
3
0.4 cool
0.12 -0 11%
0 0.03 0.1 0.02 0.03 -0 -0 0.07 -0.1 00.15
0 -0 -0 00
0
0.0
0.00 0 0%
angry
0.14 0.05 0.11 0 0.14 0.05 0.1 -0.1 0 00.09
-0 -0 3.571
-0 0
1aggressive
0.1
0.10 -0 4%
0.15 -0 0.05 0 -0.1 0.02 0.08 0.03 -0 00.07
0 0 0 00
0
0.0 dark
0.00 0 0%
0
0 0 10.71
0 -0
3
0.3
0.10 -0 11%
melancholy
0
-0
-0
0
-0 0
10.71
3
0.3 sad
0.11 11%
-0
-0
-0
-0.1 0.05
0.02 0.02 -0.1
-0 0.06 -0
-0.1 0.04 -0.1
-0
-0
0
0
0
0.01
0
0.02
0
0
0
0
0
0
0
0
-0
-0 -0
0
0
-0
0
-0.1 0.04 -0.1 -0.1 -0.1
0 -0
0 -0
-0
-0.1 -0.1
-0
-0.1 -0.1
0 -0 -0
0
0
0
0
0
0.1
0.11
0
0
0
0 -0
0 -0 -0
-0 0.04
0
0 -0
0
0 -0
happy
n
2
sum
0.3
avg
0.15
0
funny
1
0.1
0.11
%
0
11% 10.53
0
5% 5.263
0
0
0 -0
0 -0 -0 -0
-0
0
0
-0.1 -0.1
0 -0 -0 -0
0
0
0
-0
0
0
0
0
0
0
0
0
0.03 -0.1
0.25
0
sexy
0
0.0
0.00
0%
0.23
0
romantic
0
0.0
0.00
0%
0.21
0
soft
0
0.0
0.00
0%
0.19
0
mellow
4
0.6
0.14
0.17
0
cool
1
0.1
0.10
0.15
0
angry
2
0.2
0.10
0
0
0
0
0
0
0 -0
0
0 -0
0.01 -0 0.09 0.06 -0.1 0.03 0.08 -0
0
0 -0
0.13
0
-0
0
0
0
0
0
-0
0
-0
0 -0 -0 -0 -0 -0
-0.1 0.02 0.02 -0.1 -0.1 0.03 -0
0 -0
0
0 -0 -0 -0 -0 -0
-0.1
0
-0.1 -0.1 0.02 0.05 -0.1
0
-0
-0 0.04 -0.1 0.06 -0 0.08 0.04 0.05
-0.1 -0.1 -0.1 -0.1
0 -0
-0.1 0.15 0.04 -0 0.02 -0 0.01 0.01 0.01 0.08 -0
0
0 -0
-0.1 0.07 -0.1 0.11 -0.1 -0.1 -0.1 0.02 -0
-0.1 0.01 -0
0
-0.1 -0.1
-0
0
-0
0
0.1 0.08 -0 0.03 0.01 -0
0.01 -0 0.05
-0
0 -0
-0
0 -0 -0
-0 0.05
0
0
0
0.01
0 -0
aggressive
3
0.3
0.10
0
0
0.11
0
dark
1
0.1
0.09
0
0 -0
0.09
0
melancholy
0 -0
0 -0
< 0.09
0
sad
5
1
0.7
0.1
0.15
0.14
0
-0
0
0
0
0
0
0
0 -0 -0 -0 -0
0
0 -0
0
-0
0
0
0
0 -0 -0
0
0.06 -0
0
0
> 0.25
-0 0.02 -0 00.16 0.02 0.1 -0 0.05 -0 0.06 0.05 -0
0
-0 0.04 0.04 -0 -0
sexy 0.06 0.06 0.01 0.11 -0.1 -0.1
-0 -0 -0 0 0 -0 -0 0 0 0 -0 -0 0 0 0 -0 0 -0
n
sum
avg -0 %
happy
-0 0.13 0.13 0.13 0.13
19 20 21 22 23 24 25 26 27 28
Led Zeppelin
Glen Hansard
Coldplay
Falling
Slowly
-00 0.04 -0 0.01 0.01 0.08 0.06 0.06 0.08 0.06 0.02
San Quentin
-0
14
funny -0.1 0.04 0.02 0.07 0.03 0.09 -0 0.06 -0 -0 0.01 0.01 -0.2 0.08 -0 0.08 0.04 0.07 -0 -0 0.07 0.07 0.07 -0 -0 -0.1 -0.1 -0.1 -0.1
-0
happy0.01 0 -0 00.01-00.06 0 -0 -00.06 00.01 00.09-0-0.1 0-0.1 00.02 0 0 -00.05 00.02 0 -0 0-0.1 00.1-00.1 0-0.1 0-0.1 00.04-00.04 00.04-0-0.1 0-0.1-00.04 00.04 0
0.04 0.04
sexy
funny 0 0 0 -0 -0 0 0 -0 0 0 0 0 0 0 0 0 -0 0 0 -0 0 -0 -0 0 -0 0 -0 0 > 0.25
romantic 0.01 0.06 -0 0.04 0.03 0.01 0.01 0.07 0.01 0.01 0.02 -0 -0.1 0.03 -0 -0.1 0.02 0.05 0.01 0.01 -0 -0 -0 0.01 0.01 -0.1 -0.1 -0.1 -0.1
0.25
sexy -0 0 0 0 0 0 0 -0 -0 -0 0 0 -0 -0 0 0 -0 -0 -0 -0 -0 -0 -0 0 0 0 0 0
soft -0.1 -0 0.03 0.03 0 0.09 0.01 0.07 0.04 0.04 -0.1 0.01 -0.1 0.02 0.02 -0 0.02 0.01 0.04 0.04 -0.1 -0.1 -0.1 0.04 0.04 -0.1 -0.1 -0.1 -0.1
0.23
romantic0.01-0-0.1-00.04-00.07 00.02 0-0.1 0-0.1 00.06 0 -0 -0 -0 -00.02-00.09-0-0.1-0 -0 00.03 0-0.1 00.01 00.01-0-0 0-0 00.08 00.08 00.08 0-0 0-0 0-0.1 0-0.1 0-0.1 0-0.1
mellow
0.21
soft -0 -0 0 -0 -0 -0 -0 -0 -0 -0 -0 0 0 0 -0 -0 -0 -0 0 0 0 0 0 0 -0 -0 -0 -0
cool 0.01 -0 -0 0.01 0 0.03 -0 -0 -0 -0 -0 -0 0 -0 -0.1 -0.1 0.01 -0 -0 -0 -0.1 -0.1 -0.1 -0 -0 0.05 0.05 0.05 0.05
0.19
mellow -0 00.09-0 -0-0 -0-0 -0 -0 -0 00.15 00.03 00.07-00.07 0 -0 -0 0 -0 -0 -00.06-0-0.1 0 0 -00.03 0 0 -00.07 00.07 00.1 -00.1 00.1 -00.07-00.07 0-0 -0-0 0-0 0-0
angry
0.17
cool -0-00.03 0 -0-0 0 0 -0 00.02 00.01 0 -0 00.03 00.03-0 0 00.05-0 -0 -0 -0 -0 -0 0-0 00.05 00.02 00.03 00.03-0-0.1-0-0.1-0-0.1-00.03 00.03 00 00 -00 0 0
aggressive
-0
0.15
angry0.22 00.07-0 -0 0-0.1-00.08 0 0 0-0.1-00.02 00.02 00.02 00.01-00.11 00.03 00.05 0 -0 0-0 -00.04 00.04 00.02 00.02 0-0 0-0 0-0 00.02 00.02-00.06-00.06-0
0.06 0.06
dark
-0
0
0
0
-0
0
0
0
0
-0
0
0
-0
-0
0
0
0
0
0
-0
-0
-0
-0
0
0
0
0
-0
0.13
aggressive
melancholy 0 -0.1 0.25 0.08 0.05 0.02 -0.1 -0 -0.1 -0.1 0.07 0.04 -0 -0.1 0 0 0.01 0.03 -0.1 -0.1 0.19 0.19 0.19 -0.1 -0.1 0.02 0.02 0.02 0.02
-0
-0
0
0
0
0
0
-0
-0
-0
-0
-0
-0
-0
0
0
-0
-0
0
0
-0
0
0
0
0
0
0
0
0.11
dark
0 -0 -0 0 0 -0 -0 NaN
0 -0 0 -0 -0 -0 0 0 0
happy
sad 0.02 -0 0 0.07 -0 -0 -0.1 0.09 -0 -0 -0.1 -0 0.02 0.1 0 0.06 0.06 0.08 -0 -0 0.1 0.1 0.1 -0 -0 0.12 0.12 0.12 0.12
0
0
0
0
-0
-0
-0
0
-0
-0
0
0
0
-0
-0
-0
0
-0
-0
0
0
0
0
0
-0
0
0
0
0
0.09
0 0 -0 -0 0 -0 -0 0 0
melancholy
funny 0 0 0 0 0 0 0 NaN
0
0
0
-0
-0
0
0
-0
0
-0
-0
-0
0
happy 0.07 -0 0.01 0.01 -0.1 0 0.02 0.08 -0 -0 -0 -0.1 0.03 0.06 -0.1 0.1 -0 -0 -0.1 -0 -0 0.09 -0 -0
-0.1 -0.1 0.04 0.05 0.07 -0 -0.1 0.03 0.07 -0.1 0.09 0.04 0.03 -0 0.01 0.06 0.04 0.05
funny -0.1 -0 -0 0.11 0.03 0.05
1
2
3
4
5
6
7
8
9 10 11 12 13 14 15 16 17 18 19
Clocks
Always Where I Need
To Be
-0 -0 -0 -0.1 0.08
1
-0
Linkin Park 0
What I’ve Done
Johnny Cash
-0
Coldplay
The Kooks
happy 0.05 0.02 -0.1 0.14 -0 -0.1 0.1 0.08 -0
0
-0 0.04 0.02 0.04
0 -0.1 0.01 0.06 0.11 -0.1 -0.1 -0.1 -0.1 0.3 0.14 -0 0.03 0.05 0.02 -0
melancholy -0 0.02 0.09 0.09
dark -0.1 -0.1 0.04 0.02 0.09 0.07 0.05 -0 -0.1 -0.1 -0.1 -0 -0.1 -0 0.07 0.03 -0 -0.1 0.05 0.02 -0 0.02 0.02 0.05 0.11 0.03 0.01 0.11
melancholy 0.03 0.05 0
0
0 0.04 -0.1 -0 0 0.04 0.01 -0.1 0.05 0.04 0.1 -0.1 -0 -0.1 -0.1 -0.1
cool -0.1 -0.1 -0 -0.1
angry 0.04 0.06 -0.1 -00 0.06 0.05 0.09 0.04 -0 0.1 0.07 0.06 0.07 0.01 0.06 0.06 -0 0.05 0.04
0 0.01 0.01 0.05 0.01 0.09 0.12 0 -0.1 0.02 -0 0.1 -0.1 -0.1 0 -0
aggressive -0 -0.1 -0 -0.1
0.05
-0 0.05 0.04 0.05 -0 0.05
-0 0.04 0.07 0.04 0.06 0.08 0.06 0.1 0.02 -0.1
0.02 0.01 0.03 -0 0.05 0.01 -0.1 -0.1 0.01 0.02 0.01 0.03 0.01 -0
melancholy
0
0
0
0
0
-0
0
0
0
0
0
0
0
21% 21.05
0
5% 5.263
0
11% 10.53
0
16% 15.79
0
5% 5.263
26% 26.32
5% 5.263
Park
SemanticLinkin
contours
in tracks based on emotional tags
What I’ve Done
0
0
-0
0 -0
-0 -0
-0 -00 -00 -0 -0 0 0 0 0 0 0 0 -0 0 -0 -0 < 0.09 0
0
AVERAGE
0
0.0
0.00 0%
sad
2
0.2 0.09 9%
-0 0 -00 -0-0-00 0-0 0-0 0NaN
0 -0
0 -0
-0 -0
0 -0
sexysad
0
-0 -0 0 0 0 0 -0 NaN
-0 0 0 happy
-0 -0 -00.030 0.11
-0 0.08
-0 0.02 -0 0.06 0.08 0.03 0.1 0.05 0.02 0.11 0.15 -0.1 0.15 0.04 0.04 -0 -0 0.05 -0.1 0.12 -0 AVERAGE
-0.1 0.15 0.03 0.032
0.2
0.06
6%
0
1 0.052 -0
3 0.084 0.06
5 0 6 -0.1
7 -0.18 0.039 -0.1
10 0.0211 0.07
12 0.01
13 0.03
14 -0.06
15 0.02
16 0.03
17 0.05
18 0.09
19 0.12
20 0.05
21 0.21
22 0.00
23 0.08
24
n
sum avg
%
0
0 -0 0 funny
-0 0.03
-0 -0.1
-00.050-0 -0-0.1
0 0.06
-0 -0.1 0.08
-0 0.08
0 0.11
-0 0.02 0 -0.1 -0.1 -0.1 -01.0
-0 0.03 -0.02 0.08 -0.06 -0.07 0.01 0.06 0.07 0.00 0.12 -0.06 0.16 0.01 0.06
soft -0 -0 -0 0 -0 -0 -0 NaN
0
0
0.04 0.11
0 0.06
0.1 0.02
-0.1 0.06
0.03 0.08
0.03 0.1
-0.1 0.09
0.03 0.11
0.03 0.04
0.14 0.13
0.14 0.04 0.01 00 0.05 0.11 0.01 0
0 0-0.1-0 -0 10 -0 200.1130 -0-0
-0 110 12
-0 13
-0 14
-0 15
-0 16
-0 170 18
-0 19
-0
40 -0
5 -0
6 -0
7
80 90 10
2 SUM
0.2
0.10 8% 8.333
happy 0 -0
happy
happy -0.1 0.09 0.08 -0 -0 -0 -0.1 -0 0.08 0.1 -0.1 0.03
happy
funny
SUM0 -0 0.02 -0 0.03
06 NaN
0 8 0 9 010 -011 -012-013-00 14-00 15-0.1
-016
mellow
1.0-0 01 020.07030.1-0
4 050.03
18-0 19
22-0.1
25-0.1
28
29 0 0.05 -0 0.16 0.03 -0
0.03 17-0
-0.1 20
-0 21
0.03
-0 23
0.01
0.09
-0 26
0.03
0.03
0 0.05 0.1 0.17 0.06-0
-0.05
0
n0 -0 0 sum
-0 0 avg
0 0 -0%
-00.06 0 -0.1 0-0.080-0.04-0romantic
-0-0.01
0-0.020-0.03
-0-0.070 0.060 -0.020 0.00
-0 0.030 -0.030 0.09
0 -0.050 > 0.25 0
0.17
0.13
0 70.11
-0.1
0.04
-0.1
-0.124
0.04
-0.1270.13
0.05
0.07
2
0.2
0.10 8% 8.333
0
1
2
3 0.01
4
5
6
7 -0.1
8 0.04
9 -0.1
10 sexy
11 0.19
12 -0.1
13 -0.1
14 0.07
15 -0.2
16 -0.1
17 -0.1
18 -0.1
19 20
21 22
23
24 25
26
27 28
sexy
funny
funny
funny 0.04 0.01 -0
happy
0 0 0-0 -0-0 NaN
0 -0-00 -0-0-0
-0 00 -0-0-0 -0-0 0.01
happy
cool -0 0 0 0 0 -0
37.93
-0-0 -0
-0 -0
-0 0.03
-0 -0
0 -0-0
0.07
0.09
-0 00.08 0 0.02
-00 0.07 0
0
0
-0 -0.1 0.04 11
-0 0-0.1 1.4
-0.1 0 0 -0
-0 -00.02-0
0.07
-0-0
-0 00.02 0-0.010mellow
0.02
-0.020 0.01
-0.010 0.060 -0.02
-0.020 -0.05
0.02
-0.020 0.02
-0.02
-0
0 0funny
00 -0
0-0 0-0-0 00.01
soft
0.13
38%
0
0
0
0
-0
-0
-0
-0
0
-0
-0
0.25
12.5
0.11
0
-0.1 -0 0.06
-0 happy
0.02 0.07
0.03 0.04 0.15
0.01
0.02 -0
-0 -0 -0 0.07
0.07 0.01
0.01 0.05 -0.1 0
0.02 0
0.01
0.02
0.02
-0 0
-0 0
0.02 00.08
0
happy
happy
3
0.4
0.12
13%
romantic
0
0.11
0.11
0.09
0.11
0.8
sexy
sexy
sexy
funny
happy
happy
funny
sexy
cool 3.448
angry
0romantic
0 00 00 -0
-0 0-0 -0
0 0.02
angry 0 0-0 -00 0
0 0 0.01
0 0 0-00 0-0NaN
-0
0-0-0-0-0-0-00.10
0-0 0.04
0-0 -0.1
00 -0
-0
0-0-0 0-0.1
0-0 -00.09
-00.13
-00.09
0 0.14 0.13 0.02 -0 funny
-0.1-0 0.12
0.03
0.03
-0.1
-0 0.05
0-0 -0-0
-0 -0
-0.1 -00.06 >-0.10.25
0.05
0.08
0.04 0.02 0.03-0
0.05-00.02-0
0.14-0-0.10.09
0.04 00.06-0
0.14 00.07-0
0.06 0-0.0200.100-0.03
0.05
0.050-0.02
0.02
0.04
0.12
0.36
-0.040 0.03
0.04
0.03
1
0.1
3%
0 0
0
0
-0
-0
-0
-0
-0
-0
-0
-0
-0
-0
0.23
0
0.04
0.07
0.02
-0
0.05
0.08
-0
-0.1
0.04
0.07
0.01
-0
-0
-0
-0.1
0.08
funny
0
0.0
0.00
0%
0
soft
0.10
0.14
0.10
funny
sexy
romantic
romantic
0.8
romantic
aggressive
dark
sexy
funny
0soft
0 0 0-0 -00 NaN
-0mellow
-0-0-0-0-0 0-0 0-0 -000 0.11
0 -0
-0 -0
aggressive -0 0 0 -0
-0
0
0
0
0
0
0
-0
-0
0
0
0
-0
-0
0
0
0
0
0.25
10.34
0
0.15
0.03
0.07
-0
0.15
0.03
0.03
-0.1
-0.1
0.04
0.14
0.04
0
0.11
0
-0
-0
0.02
0.04
-0.1
0.05
0
0.02
-0.1
-0
0.01
0.02
0.15
0.04
-0.1
0.03
0.04
-0
-0
-0.03
0.16
-0.02
0.13
0.13
0.20
0.02
-0.02
0.13
0.01
-0.01
0.02
0.01
0.15
3
0.3
0.10
10%
sexy
0
0
cool
angry
romantic
melancholy
sad
-0
-0
0
0
-0
0
-0
0
-0
0
-0
0
-0
-0
-0
0
0
-0
0
0
-0
-0
-0
-0
0.21
4.167
0
-0
0.01
0.01
0
0.04
-0
-0.1
-0
-0.1
-0.1
-0
0.1
0.16
0.14
-0.1
0.03
0.04
-0.1
-0
-0
-0.1
-0
0.1
0.16
-0.1
-0
0.1
0.16
0.09
0
sexy
1
0.1
0.10 4%
0
mellow
soft
soft
softsexy
romantic
sexy
0 00 0 0 0aggressive
-00 -00 0 0 NaN
0dark
-0 0-0 00 00 -00 -00 00 -00 -0 0 0 0 0 -0 -0 -0 0 0 -0 -0 -0 -0
0.6
dark
romantic
soft
-0
0
0
0.23
0
0
0
0
0.0
0.00
0%
0.02
0
0 0 -0 -0 0 0 -0 -0 -0
0.19 0
-0.1 0.11 0.07 -0.1 0.02 -0 0.02 -0 0.15 -0.1 -0 0.07cool
0.11 0.03 -0.1 0.02 -0
0 0.08 -0 -0.1 -0 0.07 0.11 -0.1 -0 0.07 0.11 0.11 0.12
romantic
romantic
2
0.2
0.11 8% 8.333
0 0 0 0 -0 0 -0 0 -0 -0 -0 0 -0 -0 -0 -0
mellow
mellow
soft
melancholy
romantic
soft mellow
-0
-0
0 0 0 0 -00 NaN
-0sad
-0 00 0-0-0-0 00 -00 0-0 00 -0 0 0 0 0 -0 -0 -0 0 0 -0 -0 -0 -0
mellow
melancholy
0.60 -0
-0
-0
0
0
0
0.21
3.448
0
0
1
0.1
0.09
3%
-0 0 0 -0 -0 0 -0
-0 -0 -0 -0 0.13
-0 0.15
-0 -0
0.17 0
-0 0.01 0.04 0.02 0.14
-0 0.01 0.03 0.05 0.01 -0.1 -0 -0 -0 0.10
-0 0.05 -0 0.02 0
-0 0.03 -0.1 -0 -0 -0 -0.1 -0 -0 -0 -0 -0
soft
1
0.1
0.10 4% 4.167
0 0 0.120 0 -0 0 0 0 0 0.15
mellow
cool -0 -0mellow
cool
coolsoft
cool
soft
0 -0 0 0 0 0 -0 NaN
-0 -0 0 -0 -0 0 0 -0 0
sad
0
0 -0
0 0.01
0 0
0 0 -0 -00.1 0
0.19 0
1
0.10.4
cool mellow
0 0.09
0 0 3%
0 0 3.448
0 0 0 -0 0 0 0 0 -0 0 0.10
-0 0 -0 0 0 0
0.15 0
-0 0.05 -0.1
0.02 0.09
-0.1 -0
0.03 -0
0.01 0-0 -0
-0.1 -0
0.07
0.04-0
0.02 0
0.15 0
0.02-00.13
-0 -0-0.1 0
0.07 0
0.05 0-0 -0-0.1-0
0.07-0
0.05-00.05-0 0 -0
mellow
2
0.2
0.11 8% 8.333
angry angry
0.12 0.05 0.02 -0
angry 0 -0 -0cool
angry
mellow 0.12
0 -0 -0 0 0 0 -0 -0 -0 -0 -0 -0 0 -0 -0 -0 0 -0 -0 -0 -0 -0 -0 -0 -0 0 0 0 0
0.17 0 angry
0
0.0 0 -0
0.000 -0
0%0 -0
-0 -0 -0 0.100 0 -0 -0 0 0 -0 0 -0 -0
0.13 aggressive
0
0
cool -00 -0 -0
0.02 -0 -0.1 -0 -0.1 -0 -0.1 -0.1 -0.1 0.02 0.06 -0 -0.1 -0 0.01 -0 -0 0.03 0.05 -0 0.02 0.06 -0 -0.1 0.02 0.06 -0 -0.1 -0 -0
0
0.0
0.00 0%
0 0 -0 0.09
0.4
aggressive
aggressive
aggressivecool
angry
cool
dark
-0 0 -0 -0 -0 -0 0 0 0 0 -0 0 -0 0 -0 0 0-0 00.04 0-0.1 00.05 0-0 0-0 0-0.1 00.05 0-0 -0-0 -00.02-00.11-0
0.15aggressive
17.24
0
17%0 -0
05 0 0.5
0 0 0.11
0 -0 -0
-0 0.120 0 -0 -0 0 0.10
-0 -0 -0 -0 -0
0.11 0
angry
angry
0.02 0.04 -0.1 0.02 0.03 0.03 -0 -0 0.06 -0.1 0.05 -0 -0 0.27 0.06 0.06 0.16 0
2
0.3
0.13 8% 8.333
0 0 -0 0 -0 0.09
0.10
dark aggressive
dark
dark
dark
angry
melancholy
0.2
-0 0 -0 0 -0 0 0 -0 0 0 00 0
-0 -0 -0 -0 0 0 0 0 -0 -00 -00 0-0.2 0-0 0 0 00.05 00.01 0
0.13 0
aggressive
aggressive
00 0 0.0
0dark
0 0.00
0 0 0%
0 -0 0 00 -0 0 0 -0 0 -0 0 0 0.090 0 -0 -0 0 0
0.09 0
25
-0.1 0.02 0.12 0.05 0.08 -0 0.02 0.06 0.04 0 -0.2 -0
0.09 -0 0.11 -0 -0 0.05 -0.1 0 -0.2 -0
6
0.7
0.12 25%
melancholy
sad
melancholy
melancholy
melancholy
aggressive
0.2
0 30-0 4-0-0 5-0-0 60
0-0 8-0
0 10 0.01
0 11 0-012 0
0-0.1 00.05
00.01-0
-00.05-0
00.0127
0-0 28
0 0 00.2310 32 33
0.11
6.897
0 36 37
2 -044 0.3
0.17
7%
sad
10.04 2-0.1
9 0.05
13 0
14 0
15 0
16 -0
17 -0
18 0
19 20
21 22
23
25
34 35
38 39 40
41 42 0
43
45 46
47 48
50
dark
dark
0
0 -0
0 49
0 0.09
0 0.09
-0
-0 0.14
-0
0 0 avg
-0 -0 %
< 0.09 0
2
0.2
0.12 8% 8.333
-0.1
-0.1
0.1445
0.05
0.02
0.05
0.01
0.07
-0.1
0.09
-0 24
0.0526
n 0 sum
0 0 0 -0 0.110 0 -0 0 0 0.30
0.09 7
0.11 0.05290.230
0.11
sad
sad
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
46
47
48
49
50
sad
melancholy
n
sum
%
avg
0
dark 0 -0 -0 0 0 -0 -0 -0 NaN
NaN
NaN
0 0 0
0
0.25
0.50
0.75
1.00
0 0-0
0 0 -0
0 -0
-0-00-0-0
0 0 -0
0 0 -0
0 0-0
0 0-0
-0 0NaN
-00-000-000NaN
000-00NaN
-000 000 000 000 0
happy
0
0 -0
-0 00 00 -00 -00 -0 -0
0 -0
-00NaN
-0 00-0-0
0-0 0-0 0.09
0NaN
00 00NaN
0NaN
0 0 0 0 0 0 4 0 0 0.8
0 00 0.21
0 0 14%
0 0 13.79
5
1.2
0.24
31% 31.25
melancholy
0.14
AVERAGE
0.11
0.09
happy
0
2
0.2 0.09 8%
0 NaN
0 0 0 0 0 0 0 0 0 0 melancholy
0melancholy
0 happy
0 0 0 0 0 0 0 0 0 0 00.12 0 0 0 0 0 0
5
1.2
0.24 28% 27.78
0
0.25
0.50 sad
0.75
1.00
NaN
happy
-00 0-00 000 -000 0-0
0-0 -0-00 0NaN
-0 -0
funny
PRESENCE %
-00 -0-0-0NaN
-0-0 0
0 0 00 0 -0
0 0 -0
0 0-0
0 00
-0 0NaN
-000 00-000NaN
00-0-00NaN
-000 00-0 000 00-0 0
<-0 0.09
00 0
0NaN
0-000NaN
0NaN
0 0 0 0sad
0 0 9 0 0 1.0
0 0 0.11
0 0 31%
0 0 31.03
> 0.25 0
50
8
1.3
0.17 50%
0 00 0
funny
0 NaN
0 -00 -00 -00 -00 0 0 0 funny
0 0 sad
0
0 0 0 0 00 00 0 00 00 -00 -00 00 -0
0 -0
> 0.25
0
4
0.9
0.22 22% 22.22
NaN
funny
sad
1.0
0 -0 NaN
0 -0-0 -0-0 -0-0 -00 0 00 00 0NaN
sexy
1.0 0 -0 -0 -0 -0 -0 0 0 NaN
00 0-0 0NaN
00 0NaN
09.47E-04
0-0 00 0-0 00 0-011.11
0NaN
00 0NaN
0NaN
0 0 AVERAGE
0 0 0 PRESENCE
0 30 0 0.4
0 0%
0 0 11%
0 happy
0
0.25 0
5
0.6
0.12 31% 31.25
0.09
funny
sexy
0 NaN
0 -00 -00 -00 -00 0 0 0 0sexy
0 0 -00 00 00 -00 00 -00 -00 0 00 00 -00 -00 00 -0
0
0.25 0
2
0.3
0.15 11%
SUM
1.0
NaN
-0 0 -00 00 0 0 -0
-0 0 NaN
0 0 NaN
0 -00 0-0 -0-0 0 0 0 0-0 00 0NaN
0sexy
0 NaN
0 NaN
-0 0 -0 -3.31E-04
0 0 0NaN
0 NaN
NaN
4
8
9 10 11 12 13
14 15 16 17 18 19 20 21 22 23 24
happy
romantic
sexy
romantic
-00 -00 00 happy
-00 0 -00funny
00 00 -00 -00 -0
0 0 0 0 0 0 0 0 0 0 0 5.556
0 0 0 0 0 0 0 0 0 1 02 03 00.9
0 5 0 61 0 7
0
0
0.23
18.75
0
3
0.5
0.15
19%
0.9
AVERAGE
0.13
romantic
romantic
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.23
0
2
3funny
4
5
6
7
8
9 10 11 12 13 14 15 16 17 18 19
1
0.2
0.19 6%
happy
NaN
NaN
-0 -0 -0 -0
funny
soft
mellow 0.10
0 -0
-0sexy
0 -0
-0 -0 -0 romantic
NaN
0 -0-0 NaN
0 0 0 0 0 0-0 0 0 0 0-0 0-0romantic
NaN
0 0-0 0AVERAGE
NaN
0 0NaN
-0 0 00.11
-0 -0 00 0-0 0NaN
0 NaN
NaN
0.09
soft
05
-00 14-0
0 22
0 23
04 26
0 0
0 0 happy
0 0 0 0happy
0 0 0n 0 sum
0
00.80avg0 0.000 0.00
0 0.00 0.00
0.21
6.25
0
1 0.17 0.2
0.19
6%
sexy
romantic
10 -0
20 -03
4
6 -007 -008 09 0010-00 11 0
15 16
17 18 19 20 21
24 25
27
280.17
29 0
3022% 22.22
SUM
0 NaN
0 0 0 0 0 0 0 0 0 0 0 0 0soft
01.4
0 -02
0 soft
0 -00
012 0 13
0.21
%0 0.00
0.00 0.00 0.00
0.17 0.17 0.17 soft
0.17 0.17 0.17 MAX
0.17 0.170.30
0.30 0.30
happy
0.7
cool
angry
sexy
8 9 9 10
11 12
12 0
13 1414
15 160
2021
2122
23
25
272828
NaN
0.8
soft
funny
2 -0
33 04 4-0
55-0
660 7 7-08mellow
130
23
2424
25
happy
MAX
0101 -0
NaN
-0 10
-0-011NaN
-0
0 015-0
-016017
017018
018019
-01920
NaN
-0
-022NaN
-0
NaN
02626
02700.14
0 0-0290-0 0-0 0NaN
-0 NaN
NaN
0.09
mellow
soft
mellow
0-0
-0
0 00 00 050 0-0 0.8
0 0 0 00.15
0 0 0funny
0 0.8
0 06 0 00.7
00.11 00.11
0 020%
0 aggressive
0
0.19 0
6.25 romantic
1
0.2
0.15 6%
funny
dark
-0
0 00angry
0000.11
-0000.220
00 0.22
-0
-00 0.22
-0
0 0-0
0 0.22
0 00mellow
-0
0 028% 27.7800 0 0 sexy
0 NaN
0 -00 -00 -00 -00 0 0 happy
0mellow
0 0 -0
0 -00 0.11
00 0
0happy
0 -00.11
0-0 00-0 00-0 0funny
0 -0
0 0.22
0.19-0
cool
0.00 0.00 0.00 0.00 20
0.00 0.00 0.00 0.00 0.00 0.00 mellow
0.00 0.00 0.00 0.00 0.00 0.11 0.11 0.11 0.11
happy
0.11 0.11 0.14
0.310.130.310.130.310.130.31
0.420.130.420.13
NaN
0.7
cool
angry 0.16
funny
0aggressive
-0 -00.110 0.11-00.100.11
0 0.11
NaN
0 -0 0.22
NaN
0 -0
-0 00.22 00.220.11
-00.220.13
-0 0 0.31NaN
0 -0 NaN
0 0.42
NaN
-0 -0 0.42
0 0.130.42
-00.130 -0 NaN
0 NaN
NaN
happy
0.7 00 -00sexy
cool
0.10
happy
romantic
sad
sexy
-00 -000 -0
-0 -0
0 -0
0 -0
0 -0
0 -0
0 00 -0
0 0
01
0 0 0.1
0-0 0-00.11
0 0 0 0 6%
0 > 00.25
0 00 romantic
0 0 happy
0 0 0 sexy
0 0 03 0 00.4
00.11 00.13
0 010%
0 melancholy
0
0.17 0
25
soft
4
0.7
0.18 25%
0 NaN
0 0 0 0 0 0 0 0 0 0 0 funny
0 0cool
01.20 -00 0.10
0 00 -0
00 000 000-00.10
0 0 0 0 00dark
0.17
5.556
-0
-0000.100000.20
-0
00 0.34
-0
0 00.34
-0
-0 0.34
-0 0.43
aggressive
dark
0.00 0.00 0.00
0.00 10
0.00 0.00 0.00 0.00 0.00 0.00 0.00cool
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
NaN
funny
0.10-00.100 0.10
0.10
0.34
0.34cool
0.43
mellow
-0 00.10soft
0melancholy
00.09 0 0.10
0 sad
NaN
0 -0 0.20
NaN
0 -0
00.34 00.34 -0
-00.34 00.340 0.34NaN
0 0.34-00.34NaN
0 NaN
0 0.53
0 0.53
-0 0.53
0 0 -0 NaN
0 NaN
NaN
sexy
romantic
angry
funny
0.60 0 0 0 sad
funny
mellow
funny
soft
0.6
0
0
-0
0
0
0
0
0
-0
-0
0
0
0
-0
-0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
56.25
0
melancholy
9
1.3
0.14
56%
romantic
0 NaN
0 -00 -00 -00 -00 0 0 0 angry
0 0 0 0 0 -0
0cool
00 00 00 0 0 0angry
0.15
27.780
angry
50 0.000 0.9
0 0 0 00.000 00.00
-00 -00 0.00
-00 0.000 0.00
0 0.000 00.00
-0 0.000 0.00
-0 0 0.00
0 0.00
-0 -0 0.00
-0 0.00
-00.17
0 028% 0.25
0.2
0.150.00 3%
NaN
angry
0.00 0.00 3.333
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.6 1 romantic
sexy -0 -000.00000.00
0.00
soft
-00.000 0.00-00.00-00.000 0.00
-00.090.00
NaN
-0 -0 0.00
NaN
0 -0
-0 -0
-0 0.10
0 0.10
0 -00.00NaN
-0 -00.00NaN
0 NaN
0 0 0.00
0 0.00
0 -0 -0 NaN
0 NaN
NaN
cool
sexy sexy
aggressive
mellow
1.0
sexy
sexy
0.10
-0
0
-0
0
0
0
-0
-0
-0
-0
-0
-0
-0
0
0
-0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.13
31.25
0
0.5
aggressive
dark
5
0.6
0.12
31%
0 NaN
0 0 0 0 0 0 0 0 0 0 aggressive
0 0 0 0 0.5
0 00 00 -0
0 00 00 0-0 0-0 0 0 0-0 0-0 0 -00 -00 00 -0 0.13
11.110
soft 1
2
0.4
11% 0.23
aggressive
0
0 00.00
-0 0.00
0 0.00
-0 -0 -0 0.00
-0 0.00
-0 0.00
-00.21
mellow
0.1
0.090.00 3%
aggressive
NaN
0.00 0.00 3.333
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
angry
romantic
romantic dark
romantic
0.00
0.00
0.00 -0
0.00-00.00-00.00
0.00
0.00
cool
00.00 -00.00melancholy
0 0.000 0.000 0.000 0.000 0.00
-0 0.00
NaN
-0 0.00
-0 0.00
NaN
-0 00.00 00.000 -0
0 -000.00
-0-0NaN
NaN
-0 -0
NaN
0 0
-00 0.00
-00 -0 -0
NaN
-0 NaN
NaN
soft
sad
romantic
romantic
0.11 0
0.11
0
0
0
0
-0
-0
0
0
-0
-0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.11
25
0
4
0.6
0.15 25%
cool
0 NaN
0 7.34E-04
0 7.34E-04
0 7.34E-04
0 7.34E-04
0 0 0 0 0dark
0 -0
0 0 0 0 0 0-0 0-0 0-0 0-0 0-0 0-0 0 00 00 00 -0 0.11
16.670
0-0 -0 -0 -0 -0dark
3
0.5
0.16
17% 0.21
dark
mellow 8
aggressive
soft
0 0.240 -0
0 NaN
0 0.24
-0
-0
0 0.24
angry
NaN
1.0 0.40.130.00 27%
0.00 0.00 26.67
0.00 0.00 0.12 0.12 0.12 0.12 0.12 0.12 0.12 0.27 0.27 0.27 0.27 0.40 0.55 0.55
0.4 000.000-00.000-00.1400 0.14
soft0.8
soft
-00.14-0
-0 0.14-0 0.14
NaN
-0 0.14
-0 0.14
NaN
0 -0
0 0.24
NaN
-0
00 0.24
-00 0.24
-00 -0 -0
NaN
0 NaN
NaN
0.14
0.14
0.24
0.24 0
0.24 -0
0.24 00.24 -0
0.24-0
0.24NaN
0.24-00.24-00.24
0.24
0.09
melancholy
angry
0.10
-00 -00 0
0 0 0 0 0 0 0 0 0 06 0 0.9
0 0 0.15
0 0 33%
0 0 33.33
0 aggressive
0 0 mellow
0 0 0 0 cool
0 0.4
0 0 0 mellow
0 0 0 0 0 0 0
0.09 0
6.25
1
0.1
0.09 6%
dark
0 NaN
0 0 0 0 0 0 0 0 0 0melancholy
0 0 0 soft
0soft
0 000 -000 -0-0
0 -000 00-0 000-00-0 0 0-00-0-00-000 0
0 -00 -0
0.09-0
melancholy
melancholy
NaN
-0
0 0.24
0 0.240-0
-0 0.37
-0NaN
-0 0 NaN
0 0.37
-0
-0
0 0.37
0.19
7
0.8 0.30.120.00 23%
0.00 0.00 23.33
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.10 0.10 0.10 0.10 0.10 0.10
-0 0.12
NaN
0 0.24
-0 0.24
NaN
00 00.24
00.240 -0
0 0.37
NaN
-0
00 0.37
-00 0.37
00 0 -0
NaN
00 NaN
NaN
mellow 0.3
mellow
0.12
0.24 00.24 -0
0.24-0
0.370 0.37-00.37
0.37
sad 00.12 00.12-00.120 0.12-00.120 0.12-0 0.12
0.09
aggressive
melancholy
cool
mellow
0 0 08 0 1.3
0 0 0.16
0 0 44%
0 0 44.44
0 0 0 0 dark
0 0 0 0 0 0 0 0 cool
0 0 0 0 0 0.110 < 0.09 0
25
4
1.0
0.26 25%
0.11
0 0 0 0 0 0 0 0 0 mellow
0
0 0 00 -00 00 00 00 00 -00 0 -00 -00 00 -00 -00 0 0
< -0
0.09 0 0 0 0 0 0 sad
sad
sad
angry 0
-0 0 0.000 0.000 0.00
-0 0.000 0.000 0.000 0.000 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.000 0.00
-0 0.000 00.000 0.00
-0 0.000 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0
0.17 0
0 0.00 0.09 0.09 0.09 0.19 0.19 0.19
0.0
0.000.00 0%
dark
0.00 0.00 0.00 0.00
0.19 0.19 0.19 0.19 0.19 0.19 0.19
cool0.6
angry cool
sad
melancholy
0.2
angry
cool
cool
0.2
AVERAGE
4
0.7 0.16 26%
melancholy
aggressive
-0 0.000 0.000 0.000 0.00
-0 0.000 0.000 0.00
-0 0.00
-0 0.000 0.000 0.000 0.00
-0 0.000 0.000 0.000 0.000 0.000 0.00
-0AVERAGE
-0 0 0 4
-0 -0 0.7
0 00.17
0 021% 0.15 0aggressive
0.3
0.110.00 10%
0.2 3
sad angry
0.00 0.00 0.00 10
0.00 0.00 0.00 0.00 0.09 0.21 0.21 0.21 0.21 0.21 0.31 0.31 0.31 0.31 0.31
angry -0 0 0.00
0.000.100.000.100.000.100.10 0.10 0.10 0.10 0.10 0.10
0.09
0.15
aggressive
angry
angry
0.10 0.1
0.15
sad
0.4
0
20
40
60
80
100
dark dark
0.1
0 -0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.00
-0 0.000 0.000 0.00
-0 0.00
-0 0.00
-0 0.000 0.00
-0 0.00
-0 0.000 0.000 0.00
-0 0.000 0.000 0.00
-0 0.00
-0 0.000 0.000 0.00
-0 0.00
-0 0.00
-0 0.00
-0
0.13 0
0 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.09 0.09 0.09 0.09 0.09 0.09
0
0.0
0.000.00 0%
0.00 0.00 0.00 0.00
aggressive
aggressive
3.0
aggressive
melancholy 0
20 0.14 40 0.11 dark
600 0.14 80 0.10 100
aggressive
0.09
0.15
SUM
SUM
137
2
3
9 -0
10
11 -0
12
13 50
14
15
16
17
180 19
20
21
220 23
24
25
26 027-028-029 0
30 031 32 0.11
33 34035 36 melancholy
37 38 39 40 41 423 43 440.5
45 46
47 0.00
4810%
49 0.09
50 0.18 10
0
0
-0
0
0
0
0
-0
0
-0
-0
-0
-0
25 26 27 28 29 30 31 32 33 34 35 36
38
390 4
4005
41 06
42-07
43-08
44 0
45
46 0
47
48 -0
49
0.18
0
0
0.25
0.50
0.75
1.00
0.00
0.18
0.18
0.18
0.29
0.29
0.29
0.29
0.29
0.59
0.73
0.73
0.73
0.73
0.73
0.73
dark0.2
0.00 0.00 0.00 0.00 0.09 0.09 0.09 0.09 0.09 0.09 0.090.11
0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.20 0.20 0.20 0.31
sad dark0 melancholy
25 26 27 28 29 30 31 32 33 34 35
36 37 0.22
38
39 3
40 441 5
42 6
43
44 8
45 9
46 10
47 11
48 12
49 13
50 14 15 16 17 18 19 20 21 22 23 24 n
dark
dark
funny
0.15 43 44 45 46 47 48 49 50
0.09
1 happy
2
7
25 26sum
27 28 avg
29 30 %
31 32 33 34 35 36 37 38 39 40 41
n
sum avg
%
NaN 0
0.17 0 -0
0.43 -0
0.15 0.22
sad 42
-0 0 0.00sexy
0 0.0000.22
0 -0 0 romantic
0
0 0 -0
0 -0 -0 0.120 0.12
-0 0.120 0.12
-00.190.23
-00.190.2300.190.320 0.32
-0 0.32
-0 0.320 0.320 0.320
0.090 0
0 0 0 -0 -0 -0 melancholy
3
0.3
0.110.00 10%
0.00 0.00 0.00 10
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.14 0.14
melancholy
0.00 0.00 0.00 0.00
0.12 0.12 0.12 0.12 0.12 0.12 0.12 0.12 0.12 0.12
00 -0-0 -0
30.43
0 0 0 0 0 melancholy
0 0 happy
0 0 1.0
0 0 000 -0
000.25
0 -00
0 0 -00 -00 0 0-0
0 00 0-0 -00 -0
sad
melancholy
0
-0000.1400-0 00
-00 NaN
-0-0
-0
-0
0 -0
00.22
0 -0
030%
-0
-0
0 0 0
0 0 00 0 0 0 0.5
0 0 01.8
0 0 0 0happy
0
6
1.8
0.30 21% 21.43
0
-0
-00 0happy
-0-0-0
0 00 7000 00 1.5
-0
-0
-0
-0
-0
-0
1.0
1.5
happy
happy
happy
happy
happy
0.12 00.20-0
0.13-0
0.18-0
0.30 0 0 0 0 -00 01 0
0.18
0.12
funny
2.5
0
soft
mellow
0 0 -0 0 0 0
-0
-0
-0
-0
-0
0
0
0
0
-0
0
-0
0
-0
0
0
0
<
0.09
13.33
0
4
0.6
0.16
13%
sad
00 0 0.00
happy
1.0
sad
0.00 0.00
0.00
0.00
0.00 0.00
0.00 0.00 0.00 0.000.100.000.100.000.100.00
0.00 0.000.120.000.12
0.000.120.000.12
0.10
PRESENCE %
%
0 0 0 0 0 0 0 funny
0 00.9
00 00.00
0
0
0 0.09
00.00funny
00.000000.00-0000.00-0
00.00
0 0.00
> 0.00
00 -0
-00
-00.00
-00
0-0
-0-0
-0-0
-00.25
0 -0
-0
0 0 0 0 0 0 0 0 0
0 > 0.25 0
sad 0.10
romantic funny 4
sad
0.9
0.23 14% 14.29
00.10000 000sexy
0 00
-0
0 00 -0
0 -0-0 00 -0funny
-0
0 -09-0
-0 0 1.7
00 -0
-00.19
00 -0
0 39%
00 -0
0 39.13
0
cool
angry
funny
funny
funny
funny
1.6 0 0 0 0sexy
0.11
NaN
0.13
0.13
0 0 -0 0
romantic
-0 -0 -0 0 0 0
AVERAGE
0.11
mellow
aggressive
dark
PRESENCE
-0 -0 -0 -0 0 0 0 0sexy
01.00 0 00
0 0 -000 -00
0
0 0-0
0 -0
0 000 -000 -0
0 000 -00 -00.25
00 00 0
00
0 0 1.6
9E-04
0
0 0 0 00.9
0 3
0 2
0 0.4
0
04happy
05%
06 11%
07 0soft
0 9 funny
0.25 0 13
10.71
3 20 0.3
0.10
-0-0-0
0 -00 -0
-0 -0 sexy
0 -0
-0 -054.06E-04
0 -000.32
00 -0
-022%
00 -0
0 21.74
0
soft
mellow
0.8
sexy0 0
sexy 0 -0-0-00
sexy
1
3
8
10 11 12 sexy
14 15 16 sexy
17 AVERAGE
18 19
21 220.11
23 24 11%
0.23
NaN
0.11
0.12
0 0 -0 -0
-0 -0 -0 0 0 0
cool
angry
melancholy
sad
sexy
romantic
romantic
1.4
happy
happy
-0 -0 -0 -0 0 0
0 02.00.9
0 0 0 -000 00-0
0 -0-0
0 funny
0 angry
0 0-0
0 00 0-0
0 -00 00.23
cool
0.15
M
-00-0
00-0 00
0-0
-0-0 00-0 0-0 -0
0 -0
0AVERAGE
0 -00.7
-0
00.12
-0
0 0021.74
0
0 0 0 00.8
0 0 0 0 0 0
0 0 0 00.00 0.000.23
25
0 dark
7 MAX
1.4
0.20
25%
-0-0-0
00 0.190-0
-0romantic
-0 00
0 -0
-05-0
-0 -0
-0 -3E-04
-022%
-0
-0
romantic
romantic
romantic
romantic
romantic
0.00 0.00 0.00 0.00
0.00 0.00 0.00
0.00 0.00
0.10 0.10 0.10 0.10 0.10
0.10 0.19 0.16
0.19 0.19
aggressive
mellow
NaN
0 -0 -0 -0
-0 0 -0 -0 0 0
0.7
sexy
romantic
happy 0.00 0.00 0.00 0.00soft
funny
aggressive
-0 -0 -0 -0 0 0 0 1.2
0soft
0 0 0 1 0002
03
00
0 dark
0 -0-0
0 12
0 13
0 0014 00.21
00-017 00 18-0
824
1.1
0.13
35%
400
50
60 -0
70 -0
80
9
11
20 21
25
26
27
-05
-0
-0
026
-0
00.25
-0
-0
0 0 0 0 0 0 0SUM
0 01.2
0 0 0 0melancholy
0 angry
0.21 0 soft
sad0.11 0.11 0.11 soft
cool
4.42E-04
-0
0011 010
-0
015170-01618
-019-0-0
02322
02423
025
-0
-027
0 28-0
02830
029
00 -0
0 34.78
-0
00 0 -0happy
9 0.20 0.20
2.0 0.20 0.22
32% 32.14
1 soft
2
3 -04-0
6
7 -00
8NaN09mellow
10sad
12 13 0 1400 15
16
19 20
21 0
22 soft
29
soft
soft
MAX
soft
0.8
0.00
0.00
0.00
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.20
0.20
0.20
0.20
0.20
0.15
0
melancholy
sexy
0 0 0 0 0 0
0.7
funny funny
0 0 0 0 0 0 mellow
0 0 00.6
0 00.00
0 0.24
0 angry
0 000.24 00.19
000.3500 0.480
30%
0.00
0.14
0.24
0.24
0.24-0
0.48
0.87
1.00
1.13
1.39
happy
funny
00 0.00
-00-0
-00-00.14
00-00.14
-00
0-0
-0
-0
-0
-0
-0
0 0
00.15
-0
-0
-0 0 -0 0 0 0 0 0 0 0 0 0 aggressive
0 0 0 0 0 dark
0.19 0
cool
-0-0
-0
000.100.220.24
00 -00.24
00 -00.24
00 0.230.24
00 -0-0
-0
00.24
-00.48
0
0 0.61
-0 0.74
-0 0.87
00.107-0
0 0.87
0 1.1
-0
001.260.14
-0
0 -0
0 30.43
-0
0
4
0.5
0.13 14% 14.29 romantic
mellow
mellow
0.09 0.13 0
0.10 mellow
0.14
mellow
happy
0
0.00 0.00 0.00 0.11
0.11 0.11 0.11 0.11 0.11sad
0.27 0.27 mellow
0.37 0.37 0.37 0.37 mellow
0.37 0.37 0.37 0.37 0.37 0.37 0.37 0.37 0.37
0.15
NaN
-0 -0 -0 0 -0 0
sexy
happy
1.5
1.0
melancholy
cool
sexy
romantic
-0 -0 -0 -0 0 0 0 1.0
0 00.7
0cool
00.00
0 -0
0 dark
0 0.09
0 0
0 0-0
0 -0-0
0.17
26%
0000.00
-000aggressive
0000.00
-00-00.00
-00
0-0
00
-00 0.09
-0
0 0.09
-0
0 0.09
-0
0 romantic
00.6
0 0 0 0 0 0 0 0 0 0
0.17 0
0.00
0.09
0.09
0.09
0.09
0.09-0
0.09 0
0.09
0.09 -0
0 0.09
-0
-0
00 -00.09
00 0.09
-0
-0
00.09000cool
-00.0900 0.090 0.09
-0
0 0.09
-060.09
-0
0 0.9
0
00.090.15
000.09 -0
00.09
00 -0
0 26.09
0
-0
0 happy
0 0 0 0 sexy
soft
0.5
5
0.9
0.18 18% 17.86
cool
cool
cool
funny
0
0.10 0.27
0.100.100.17 0.11 0.21
NaN0.11sad
0.13 0.10 0.19
0.10
0 -0 -0 -0 -0 -0
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00cool
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
soft melancholy
mellow
funny
funny
0 0 0 0 0 0 0 angry
0 0.6
0 angry
0 0 -00-0
0 0.000000.00
0 0.00
0 0.09
0 0.09
0 -000.09 00.15
000.19-00 0.290
57%
-000 0.00
00
0-0
00
0-0
-0
0 0.29
0 0
00.16
-0
0 -0
0romantic
0 0 00.5
0 0 0 0 0.8
0 0 0 0 0 0
0.15 angry
0
0 0.00
00 00.09
00 -00.09
00 0.09
00 000.09
00.09 000.09-0
-00.2900 0.29-0
0 0.29
-0 0.29
-0130.29
-0
0 2.1
-0
00.29 000.29
-0
-056.52
0 00 0 0 soft
6
0.8
0.13 21% 21.43 mellow
0.29
0.29
0.29
angry
angry
angry
angry
cool0.00000.13
angry
0.4 0.00
0
sexy
sexy
0.16
0.12 0.10
NaN0.15
0.10
0 0 0 0 0 0
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.10 0.10 0.10 0.10 0.10 0.10 0.10 0.10 0.10
cool
-0 -0 -0 -0 0aggressive
0 0sexy
01.00.5
0 0 00.00
0 0.00
0 -0
0 0.00
0 -0
0 -0-0
0.13
13.04
000.0000 0.000
13%
aggressive
dark
-7.45E-04
0
-0
-0
00 -00.00
00 0.00
00 000.00
-0
00.00-0
-0aggressive
-00.00-0 0.00
-0 0.00
-0 0.00
0 30.00
00 0.00
0 0.4
-0
000.00 -0
-0 -0
-5.17E-04
0 00romantic
-0 mellow
-7.45E-04
0000.0000-7.45E-04
-0000.00
000 0.00
-00
-0
00
-0
-0
-0
0 -0
00.14
00.00
-0
0 0 0 soft
0 0 0 0 0 0 0 0 0 0 0
0.13 0
2
0.3
0.13 7% 7.143
aggressive
0.00
0.00
0.00
0.00
0.00-0
0.00-0
0.00
0.00
0.00
0.8
aggressive
aggressive
aggressive
aggressive
0
0.09
0 0 0 0 0 0 romantic
0.23
NaN
0.17
0.10 0.11
0.4 0.00 0.00 0.00 0.6
romantic
angry
0.00 0.00 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.22 0.22 0.22 0.22 0.22 0.22 0.22 0.22 0.22
cool
0 0 0 0 0 0 0 dark
0 00.3
0dark
0 melancholy
0-0-00-0 00-0 00-0 00
0 -00 0
0 -0
0 -0
0 -0
0 00 0 0.11
0-0
35%
-0sad
0 -0 -0
0 -0 -0-00.090 0.09
0 0.09
0 0.09
0 8-0
0 -01.2
-0
00.09 -0
00.09
0 -0
0 34.78
-0 0
00 0.09
0-0
-0
-0
0 -0
00.15
-0
-0
-0 -0 -0soft
0 0mellow
0 0 0 0 0 0 0 0 0 0 0 0
0.11 0
28.57
8
1.4
0.17
29%
dark
dark
0.000 0.00
0.00 0.00 0.00 0.09
0.09 0.09 -0
0.09 -0
0.09 0.09 -00.09 00.09 00.09-0 0.09
0.090 0.090 0.09
0.09 0.09 0.09
0.09
dark
dark
dark
aggressive
0
-0 -0 -0 0 0 -0 melancholy
0.10 0.16
0.10 0.16 0.09
0.4
NaN
0.09 0.10 0.16 0.14
soft
angry
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.10 0.10 0.10 0.10 0.10 0.10 0.10 0.10 0.10
mellow
0 0 0soft
0 00.2
0 0 000 -00-0-00-0 00-0-00
0 -0-0
0 -00 0
0 -0-0
0 -0-0
0 00 0-0
0 -00 melancholy
0-0 0-0 -0
-0-0-0
00.09-0-00.09-0
-00.09
0 0.090 0.09
0 0.09
-0 0.09
0 40.09
00 0.09
-00.4
-0
-0
-0 -0
-017%
-0 -0
0 17.39
-0 -0
-0 0 0 0cool
00.09
-0
-0
-0
-0
00.10
-0
-0
0 -0
00.3
0 0 0 0 0.4
0 0 0 0 0 0
0.09 0
6
1.9
0.31 21% 21.43
melancholy
dark
melancholy
melancholy
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.09 0.09 0.09
0.09 0.09melancholy
0.09 0.09 0.09 0.09
0.6
melancholy
aggressive
0
0 0 0 -0 8.18E-04
-0
0.20 0.25 0.18
NaN0.15
0.41
0.11
0.11
0.11
0.11 0.11 0.12
mellow
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.11 0.11 0.11 0.11 0.11 0.11 0.11 0.22 0.22 0.22 0.22 0.22 0.22 0.22 0.22 0.22 0.22
cool
0.3
sad
0 0 0 0 0 mellow
0 0 00.5
0 0 sad
0 0-0 00 00 0-0 0
0 -0
0 0 0
0 0-0
0 -0-0
0 10 0-0
0 00< 00.09
0 -0
-0 -0-0 00-0 -0
-0 -0-0 -0-0 0 -0
0 0 700 -01.0
-0 -0
-0 0030%
-0
-030.43
-0 -0
melancholy
0sad
-0
-0
00.14
-0
0 -0
0 -0 0 dark
0 0 angry
0 00.2
0 0 0 0 0.2
0 0 0 0 0 0 < 0.09 0
9
2.5
0.28 32% 32.14
sad
sad
0.1
sad 0 0 -0 0 -0 0 -0 -0
sad
angry
cool 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
sad
cool
melancholy
AVERAGE
0.2
aggressive
AVERAGE
7
1.1 0.16 30%
6
1.2 0.20 21%
0.1
aggressive
0.24 0.34 0.44 0.54 0.54 0.54 0.54 0.54 0.54 0.54
0.4angry
0 0.00 0.09 0.090.09 0.09 0.09 0.09 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.240.100.24 0.24 0.240.150.24 0.24
sad
0
1
2
3
0.00 0.00 0.10 0.100 0.10 0.10 0.10 0.10 0.10 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25
angry
0
1
2
3
dark
dark
0 0.1
0
20
40
60
80
100
25 26 27 28 29 30 31 32 33 34 35
36 37 0.00
38 39 0.00
40 41 0.00
42 43
44
46
48
50
0.00 8
0.00 45
0.00 10
0.00 47
0.00 49
0.00 0.00
1
2 0.00
3
4 0.00
5
6
7
9
110.00 12
130.00 140.00 150.00160.00170.00180.0019 0.00
200.0021 0.00
22 0.00
23 0.00
24 0.00
25 0.00
26 0.00
27 0.00
28 0.00
29 30
31 32 33 34 35 36 37 38 39 40 41 042 43 44 45 46 47 48 49 50
aggressive
0.14 0.14 0.25 0.25 0.39 0.39 0.49 0.49 0.49 0.58 0.58 0.73 0.73 0.73 0.73 0.73 0.73 0.73 0.73 0.73 0.73 0.73 0.73 0.73
melancholy
romantic
11
Clocks
0
0
14 -0
15 016 017 018 NaN
19 NaN
20 NaN
21 -0
22 -0
23 -0
24
013 -0
0 NaN
-0 NaN
0 00 00 00
0 0 0 0 0 0 -0-0 -0-0 0-0 NaN
0 -0 NaN
0 0-0 0 0 0 0
-0-0 0-0 -00 0 0 0 0 0 0 NaN
m0 NaN
-0
0
0
-0
-0
0
-0
0
-0
0
-0 0 -0 0 0 0 NaN
NaN
NaN
0 0 00
0 NaN
-0 NaN
0 0 0 0-0 0 0
-00 0-0 0 0 0 0 -0-0 0 0 NaN
0 NaN
0 NaN
0 0 0 0-0 0 0
0-0 0-0 0 0 0-0 -0-0 0 0 NaN
0 NaN
-0 NaN
0 00 00 00
-00 -00 0 0 0 0 0-0 0 0 NaN
0 NaN
0 NaN
0 -0
-0 -00 -00
0-0 0-0 0 0 -0-0 -0-0 -00 NaN
0 NaN
0 NaN
0 0 0 0-0 0 0
0-0 0-0 0 0 0 0 -00 0 0 NaN
0 NaN
-0 NaN
0 -0
-0 -00 -00
0 0 0 0 0 0 0 0 -0-0 -00 NaN
0 NaN
0 NaN
0 0 0 0-0 0 0
-0-0 -00 -00 -0-0 0-0 0-0 NaN
0 NaN
0 NaN
0 0 0 0-0 0 0
0-0 -00 0 0 -0-0 0-0 0 0 NaN
N
0
0
0 -0 -0
0
n
0 -0
0
0 -0
0
Th Po
L d Z pp n
Glen Hansard
w
Falling Slowly
G
H
H
0
13 14 15 16 17 18 19 20 21 22 23 24
13 14 15 16 17 18 19 20 21 22 23 24
-0
0
0
0
0
-0
0
-0
-0
-0
0
0
0
-0
-0
0
0
0
0
0
0
-0
-0
0.23
-0
0
0
0
0
0
0
0
0
0.16
-0
0
0
-0
-0
0
-0
0
-0
0
0
-0
0.10
0
0
0
0
-0
-0
0
-0
-0
0
0
0
-0
0
0
0
0
0
-0
0
-0
-0
-0
13
14
15
-0 -0
0 -0
0
0
0
-0
0
0
0
0
0
0
0
0
-0
0
0.27
0
-0
0
0
0
0
0
-0
0
0.26
0 -0
16
-0 0 -0 0
0 0
0 0.25
-0 0 0
-0 0
0 0.18
0 -0 -0
0 0
0 0.19
0 0 -0
0 0
0 0.10
-0 -0 -0
-0 0
0.17
0 0 0 0
-0 0
-0 -0 -0 -0
0 0
0.24
0.12
0 -0 0 -0
-0 -0
0 0.28
0 0 0
-0 0
0 -0 0 0.11
0
-0 -0
0 0.12
0 -0 -0
0 0
0.17
-9.76E-04
0 0 0
0.23
N
m
0
0
17
18
0
0
-0
-0
-0
0
-0
0
0
0
-0
0
0
-0
0
0
-0
0
-0
0
0.27
0
0
0.17
0
0
-0
0
-0
-0
0
0
0.26
0
-0
0.36
-0
0
0.35
0
0.34
n
0
0
-0
-0
0
0.12
-0
0
-0
0
-0
0
0.10
0
0
-0
0
-0
-0
0
0
0
-0
-0
0
0
0
-0
-0
0
0
0
0
0
0
-0
0
0
0
0
0
-0
-0
0
0
0
-0
0
0
-0
0
19 20 21 22 23 24
0
Th Po
G
aggressive3.0
dark
happy
dark
0
SUM
H
melancholy
0.61 14
0.84 15
0.84 16
0.84 17
0.84 18
0.84 19
0.84 20
0.84 21
0.84 22
1.18 23
1.18 24
1.18 25
1.18 26
1.18 27
1.18 28
1.18 29
1.18 30
1.18 1.18
1.18 33
1.18 34
1.18 1.18 1.18 37
1.18 0.22
1.18 0.22
1.18 0.22
1.18 0.22
1.18 0.22
1.18
1.18
1.18
1.18
1.18
1.18
1.18
1.18
1.18
13
31 32
38
39
40
42 0.22
43 0.22
44 0.39
45
46
47
48
49
50
0.22
0.22
0.22 0.39
0.22 10
0.22 0.82
0.2212
0.3313
0.3314
0.33
0.33
0.33
0.33
0.33
0.33
0.33
0.33
0.33
1 0.00
2
3
441 0.22
5
6
7
8
9
11
16
17
18
19
20
21
361.19371.19
381.19
391.19
401.1941 1.19
421.19
43 1.19
44 1.19
45 1.19
46 1.19
47 1.19
48 1.19
49 1.19
50
0.00
0.22
0.22
0.82
0.82
0.82
0.970.3315
1.190.33
1.190.33
1.190.33
1.190.33
1.19 0.33
1.19 0.33
1.19 22
1.19 23
1.19 24
1.19 25
1.1926
1.1927
1.1928
1.1929
1.1930
1.19311.1932
1.19331.19341.19351.19
0 0.00
0.2 35 36
0.27
0.16
0.11
13 0.14
14
0.14
0.20
15 0.40
16 0.13
17
0.14
0.63
-0 -0
0
0.00 0.25
0.00 0.12
0.00
0
0
0.00 0.36
0.00
0
0.30
0
0.18
0
0.19
0.00 0.17
0.00
0 0.30
-0 0.13
0.300
0.30
0
0
0
0.33
0 0.11
-0
0.11
0.16 0.12
0.33 0.10
0.33
-0
0.11 0.21
0.11
0 0.22
-0
0.22
0
0
0
0
0
0.22 0.21
0.49
0 -0
0
0
0
0.00 0.35
0.19 NaN
0.19 NaN
0.19 NaN
0.19
0
0
0 0.29
-0 NaN
0.290 NaN
0.290
0.29
0 0.19
-0
0 -0 -0 -0 -0 -0
0
0 -0 -0 -0 -0
0
0.11
0
0.43
0.11
0 -0
0.43 0.12
0.43 0.10
0.43
0 0.78
-0 0.78
-0
0.68
0 -0 -0
0 -0 -0
0 -0 -0 -0 -0
0 -0 -0 -0
0
0
0
0
0.73
0
0.11
0
0
0
0
0
0
0.43
0
0
0.85 NaN
0.85 NaN
0.85 NaN
0.85 0.09
0.85 0.09
0.85 0.09
0.85 NaN
0.85 NaN
0.85
0 -0 -0
0.41 NaN
0.41 NaN
0.41
0 0.11
-0 NaN
-0 NaN
-0 0.48
-0 0.48
-0 NaN
-0
0.110 NaN
0.22
0.220 0.48
0.480 NaN
0.48
0
0
0
0
0
0
0.54 NaN
0.54 NaN
0.54 NaN
0.54
0
0.91
0
0.91
0
0
0
0.91 NaN
0.91 NaN
0.91
0 0.95
-0 NaN
0.950 NaN
0.950 NaN
0.950 0.09
1.300 0.09
1.300 0.09
1.300 NaN
1.300 NaN
1.300
0.78 0.11
0.78
0
0 -0
0 0.140
0 NaN
-0 NaN
-0 NaN
-0 -0 -0
-0
0 -0
0
0
0.09
0
0.11 0.14
0.11 NaN
0.11 NaN
0.11 NaN
0.11 0.10
0.11 0.10
0.11 0.10
0.11 NaN
0.11 NaN
0.11
0 0.13
-0 0.13
-0 0.13
-0 0.41
-0 NaN
-0 NaN
-0 NaN
-0 0.41
-0 0.41
-0
0.41
0.41
0.41
-0 -0
0
0.33 0.16
0.49 NaN
0.49 NaN
0.49 NaN
0.49 0.12
0.66 0.12
0.76 0.12
0.76 NaN
0.76 NaN
0.76
0.13 0.11
0.13
0.18
0.11 0.16
0.11
0
0.19 NaN
0.19 NaN
0.19
0.30 0.15
0.40 NaN
0.40 NaN
0.40 NaN
0.40 0.15
0.67 0.15
0.67 0.15
0.67 NaN
0.67 NaN
0.67
0
0
happy
funny
n
sum
0
sad
%
avg
20
sad
0
0
0
0
0 NaN
-0 NaN
-0
0 -0
0
0
happy
0.12
0.09
0.11
1.0
melancholy
1.0
funny
sexy
romantic
melancholy
0happy 0.25 NaNhappy NaN 7 NaN1.5
0 0.29
-0 0.29
-0 0.29
-0 0.290 0.290 0.290 0.290 0.290 0.290 0.290 0.290 0.290 0.290 0.290 0.290 0.290 0.290 0.25
0.22
26%
0.290NaN
0.290 0.290 0.290NaN
0.290 0.290
2.50.00 0.00
0.00
0.00
0.00
0.00 0.31
0.00
0.09 0
0.09 0
0.0900.45
0.0900.58
0.0910.58
0.09
0.19
0.19
0.61
0.97
soft
mellow
0.10happy
0.20
0.20
0.31
0.31
0.31
0.45
0.45
0.580.19
0.58
0.58
0.580 0.49
0.58
0.58
0.58
0.58
0.58
0.58 -0
0.58 -0
0.58
0 happy
0 0.31
0 -0
00.00funny
-0
-0
-00.580.19
00.580.19
-00.27
0 0.58
0 0.58
-0
-00.190.58
-00.190.5800.29
-00.39
0 0.49
0 0.49
00.15
-0 0.73
-00.200.85
-0
funny
AVERAGE
0
funny
happy
0.14
0.09
0.20
sexy
sad
0.9
-0 0.190 0.190 0.190 0.190 0.190 0.190 sad
0 0.19sexy
0 0.190 0.190 0.190 0.19romantic
0 0.19angry
0 0.10
0NaN
> 0.25 0funny 0.10 NaNfunny NaN 16 NaN2.7
0.17
59%
0.19
0.190 0.190 0.190 0.190 0.19
0.190NaN
0.190 0.190 0.19
0.190 0.190
0.17
0.12
0.9 funny
0 cool
0 0.23
0 0.23
0 0.23
0 AVERAGE
0 romantic
00.23
-00.34
-00.46 00.46
00.46
-00.46-00.46-00.46 00.46 0 0.46
0 0.460 0.46-0 0.460 0.46
-0 0.46
-0 0.460 0.46
-0 0.46
-0 0.460 0.46
0 0.46
-0
0 0.46
0 0.46
0
0.00 0.00sexy
0.00
0.00
0.23
0.46
1.0 sexy
romantic
aggressive
soft
-0 0.670 0.670 0.670 0.670 0.670 0.670 0.670 0.670.8
0 0.670 0.670 0.67
0 0.67soft
0 0.670 0.25
0 0.670 0.67mellow
0 0.67dark
0mellow
0NaN
0.25 0 sexy
1.2
0.24
19%
0.67
0.670
0.670 0.20
0.670 0.67
0.670 0.18
0.670
sexy
MAX
0.36
NaN
0 melancholy
-0
00.67 0.00
0 -0
00.00
-0
00.19
-00.19
00.19 00.19 00.19 0 0.19
0 0.190 0.190 0.19
-0NaN
-00.20
-0NaN
-050.180.19NaN0.19
0 0.19
0 0.19
0 0.19
0 -0
0
0.00 0.00 0.00
0.00 0.00
0.00 -0
0.00sad
0.00 -0
0.19 0
0.19
0.19
0.190 0.19
0.19
0.190.200.19
romantic
happy
sexy
cool
angry
cool
angry
soft
happy
funny
-0 0.760 0.760 0.760 0.760 0.760 0.760 0.9
0 0.7602.0
0.23
AVERAGE
0
1.2-00.13
0.20
22%
0.76
0.760.8
0.760 0.760 0.760 0.760 0.760 0.10
0.760 0.760 0.760 0.760 0.760NaN
0.760 0.24
0.760 0.760NaN
0.760 0.22
0.760 0.13 0.34
romantic
romantic
0 aggressive
-0
-0
-0 0.15-0 0.15-0 0.15
0NaN
-0 0.15
-0NaN
-060.220.15
-0NaN0.15
-0
-0
-0
-0
dark
aggressive
0.00 0.00
0.00
0.15 -0
0.15 -0
0.15 -0
0.15dark
0.15 -0
0.15 -0
0.15 0
0.15 -0
0.15 -00.15 0
0.15-0
0.15 00.15-00.15-0 0.15
0.1500.24
0.15
0.15
0.15 0.15
0.15 -0
0.150.24
0.15
sexy
romantic
0.7
romantic
funny
soft
mellow
1
2 0.11
30 0.11
40 0.11
5
6
7 0.110
8 0.110
9 0.110
100.110110.110120.11013
14 15 16
17 0
18 soft
19 20 21 22 23 24 25
26 1.4
27 28 0.28
29 3019%
-0 0.11
-0 0.110 0.110 0.110 0.110 0.110 0.8
0 0.19
0 0.110
0.21
0.11
0.110 0.110 0.110 0.110 0.09
0.110 0.110
melancholy
sad
soft
mellow
soft NaN 05MAX
NaN
0.15
0 melancholy
-0
00.11 0.27
-0
0 sad
00.27 NaN
00.49 00.49 -00.49 -0
-0
-0 0.72
-0NaN
-0NaN0.72
-0 0.72
00.27
-0 0.100.72
0 0.72
0 0.72
0
0.00 0.13 0.13
0.13 0.27
0.27 0.27
0.72 00.72 00.72 00.72 00.72-0 0.72
0.720 0.72
0.720 0.720 0.720 0.72
0.72
0.72
soft
sexy
mellow
0.7
cool
0.6
0.00 0.09 cool
0.09
0.09
0.09 0.09 0.09 0.85
0.09
0.090.850
0.190.850
0.19 0.19 0.19
0.19 0.19 0.19 0.19 0.19
0.29 0.29 0.29 0.29 0.39
0.39 0.39 0.39 0.22
0.53 0.67 37%
angry
0 00.85
0-0
0 0 0.190 0.19
0.850 0.850 0.850 0.850 0.850 0.850 happy
0.850 0.850 0.850 0.850 0.850 0.85
0.850 0.850 0.850 0.11
0.850 0.850
mellow
mellow
0.09
0.26 NaN
NaN
-0 -0 -0 0-00.850-0
0 00.85000.8500
0 -0 0 0.19
-00.18
0
-00.26 0NaN
0 -0 -0NaN 10
0 0NaN2.2
0 -0 0 0 -0
0
1.50.10 0.37 0.37
0.47 0.64 0.75 0.96 0.96 0.96 0.96 0.96 1.09 1.19 1.19 1.19 1.19 romantic
1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29
mellow
0.7 cool
aggressive
dark
angry
0.00
0.00
0.00
0.10
0.10
0.100.410.21
0.21
0.21
0.40 0.40 0.40 0.40 0.40
0.40 0.40 0.40 0.40 0.40 0.40 0.40
0.40 0.40 0.40 0.16
0.40 0.40
-0 0.09
-0 0.09
0 0.000 0.41
0 0.41
0 00.41
0 00.41
0 00.41
0-00.410.10
0 0.14
0-00.4100.21
0.5
0.41
0.410 0.09
0.41
0.410 0.410 0.410 0.410 0.410 0.41
0.4100.21
0.410
cool
0.09
00.410-0
00.410-0
00.4100
-00.410-0 -0 0.17
-0 0 0 cool
0 0.620 0.62-0 0.620NaN
00.11
-0 0NaN-04 -0NaN0.7
00.11 0 0 0 0.1915%
0 0.110
NaN
0.11
NaN
funny
0.6 0.41cool
melancholy
0.00 0.16
0.16 0.30 0.42 0.52 0.52sad
0.52 0.52 0.52 0.52 0.52 0.52 0.52 0.62 0.62 0.62 0.62 soft
0.62 0.62 0.62 0.62 0.62 0.62 0.62 0.62 0.62 0.62 0.62
0.6angry
-0 0.48
-0 0.48
-0 0.48
-0 0.480aggressive
0 0.48
0-00.48
0 00.48
0 0.16
0 00.480.00
0 00.480.00
0-00.480.15
0 00.4800.15
0angry
0.00
0.00
0.00
0.00
0.00
0.15
0.15
0.15 0.15
0.15 0.15
0.15 0.15 0.17
8 0.15 1.4
30%
0.48
0.480 0.480 0.480 0.480 0.00
0.480 0.48
0.480
0.4800
0.4800
angry
00.48
-0
00.4800.15
00.4800.15
0
0 0.15
00.15 00.15
0 0.150 0.15
-0 0.150NaN0.15
-0 0.15
0 -0
00.15 00.15
NaN
NaN
NaN-0 -0NaN 0 -0
0.10 0 -0
sexy0.4
angry
0.00 0.00 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.40 0.40 0.51 0.61 0.61mellow
0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61
aggressive
dark
0 0.910 1.0
0 0.91
0 00.91
0 0.17
0 0.10
0 00.910.00
0 0.910.00
0 0.18
0 00.9100.00
0.13
0 00.11
15
0.16 56%
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00 -0
0.00
0.0000.18
0.00
0.00
0.00
0.910 0.14
0.910 0.14
0.910 0.14
0.910 0.910 0.910 0.910 0.5
0.910.5
0.910 0.91
0.91
0.910
0.9100.00
0.9100
0.9100
aggressive
00.91
00.910.00
-0
-0
00.9100.00
0
-00.00 00.00
-0
-0NaN0.00
-0 0.00
-0 -0
0 0.00
0NaN2.4
00.00 -00.00
aggressive
0.14
NaN
NaN
0.27
0.22
NaN0.00
0.14-00.09 00.09-0 -0
romantic
aggressive
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09cool
0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09 0.09
dark
0.3
melancholy
0 0.20
0-01.30
0-01.30
0-0
0-01.300.00
0-01.300.00
0 01.300.00
0-01.3000.00
0.11
0 -0
1.1
0.13
dark
1.300 1.300 1.300 1.300 1.300 1.300 1.300 1.300 1.300 0.00
1.300 1.30
1.30
1.30
1.300
1.300
1.3000
0.00
0.00
0.00
0.00
0.00
0.10
0.26
0.40
0.40 0
0.40
0.400 0.40
0.50
0.76 -00.92-0
1.01 01.01 33%
01.3000.00
01.300-0
-0
-0
00.40-00.40
-0 0.40
-0NaN0.40
0dark
0 0.66
0NaN0.66
090.28 0.66
0NaN-0
0 0
0.40
NaN
NaN
0.28
0.44
0.4
soft
angry
0.00 0.00 0.20 0.44 0.62 0.62 0.62 0.62 0.62 0.62 1.03 1.03 1.03 1.03 1.03 1.03 1.03 1.03
1.03 1.03 1.03 1.03 1.03 1.03 1.03 1.03 1.03 1.03 1.03 1.03 1.03 1.03
melancholy
0.40.2dark
-0 0 0 -0 0 0 0 0 sad
0 0.000 0.110 0.38
0 0 0 0.490.11
0-0 0.11
0-0 0.11
0-0 0.26
0-0 00.26
00.26 0-0
00.37 0-00.17
0.09
0 -0 0.37-0 melancholy
0.8
0.19 0.33-0
15%
melancholy
0 00.26
0
00.37-00.37
-0 0.370NaN0.37
00.140.37
0 -0
04 0.48
0NaN-0
-0
0.11 00.11-00.11-0
0.37
0.37 0
0.37
0.37
0.48
0.48 -00.59
0.15 0.15 0.15 0.15
NaN
0.14 -0
NaN 0
0.36
NaN0.48
0.40-00.70-00.82
0.14
melancholy
0.5
aggressive
mellow
sad
0 -0
-0 0 0 0 0.3
0 0 0.000 0.000 0.000-00.00
0 00.00
0 0 0.00
0-0 0.00
0 0 0.00
0-0 0.00
0-0 00.00
00.00 01
0 0.00<00.00
0.09
0 -0 0.00
1.4
0.20 26%
sad
sad
0 00.00
0 0-0
-00.00-00.00
-0 0.00
-0 0.00
-0 0.00
0 0.00
-0 0.00
0 0.00
07 0.00
0 -0
0.00 -0
0.00 -0
0.00 -00.00-00.00-00.00 0 -0
0.30.1
sad
dark
cool
0.2
AVERAGE
8
1.5 0.20 30%
0
angry 0.00
0.2
0.00
0.00
0.00
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0.09
0
0.19 0.19 0.19 0.34 0.34
melancholy
0.34
0.34
0
0.34
0.34
1
0.34
0.34
0.34
0.34
2
0.34
0.62
0.62
0.62
0.62
0.62
25.93
-0
-0 -0 -0 dark
0 0 0
melancholy
3
sad
0.34
0.62
0.62
0
0.135 36
10.00 2
9
10
11
12
13
14 15
19
240.00
25 0.00
26 0.00
27 0.00
28 0.00
29 0.00
30 31 32 33 34 35 36 37 38 39 40 41
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
39
40
42
43
44
45
460.00
470.00
480.00
490.00
50 0.00
0.00 37
0.00 38
0.00 3
0.00 441
0.00 5
0.006
0.007
0.008
0.00
0.00 16
0.00 17
0.00 18
0.00
0.0020
0.00 210.00220.00230.00
sad
0.36
0.36
0.36
0.36
0.49
0.49
0.49
1.24
1.49
1.60
1.60 1.60
0.15
1.70
1.70
18
aggressive
1.70
1.70
1.70
1.06
0.10 1.23
0.16 1.23
0.27 1.58
1.58
0.17 1.58
0.16 1.58
1.58
0.14 1.58
1.58
0.13 1.58
1.58
0.14 1.58
1.58
0.13 1.58
0.22 1.58
0.25 1.58
1.58
1.58
0.00
0.13 0.00
0.00
0.29
0.13
0.29
1.70
1.70 1.70
0.11
1.70 1.70
0.35
1.70 1.70
0.11
1.70 1.70
0.35
1.70
1.70
0.29
0.44
0.58
0.73
0.13 0.73
0.73
0.73
0.73
0.13 0.73
0.41 0.73
0.39 0.73
0.73
0.73
0.56
0.25 0.56
0.35 0.72
0.72
0.16 0.72
0.72
0.84
0.96
1.07
1.07
1.07
1.07
1.07
1.07
0.18 1.07
0.13 1.07
1.07
1.07
0.63
0.50 0.63
0.63
0.26 0.63
0.76
0.76
0.76
0.76
0.86
0.97
1.07
1.07
1.07
1.07
1.07
1.07
0.32 1.07
0.20 1.07
1.07
1.07
0.41
0.41
0.41
0.62
0.46 0.62
0.62
0.62
0.62
0.19 0.62
0.71
0.23 0.80
0.10 0.89
0.89
0.89
0.23 0.89
0.10 0.89
0.89
0.33 0.89
0.21 0.89
0.89
1.58
1.68
1.68
1.68
1.68
1.68
1.68
1.68
1.68
1.68
1.68
1.68
1.68
1.78
1.87
1.96
2.05
2.05
2.05
0.25
0.41
0.41
0.22 0.41
0.14 0.41
0.41
0.41
0.10 0.41
0.41
0.10 0.41
0.41
0.41
0.41
0.10 0.41
0.41
0.41
0.41
0.41
0.41
0.41
1.68
0.60
0.10 0.60
0.31 0.60
0.10 0.60
0.60
0.22 0.60
0.13 0.60
0.60
0.11 0.60
0.00
0.00
0.00
0.11
0.11
0.11
0.20
0.29
0.12 0.39
0.39
0.39
0.39
0.12 0.39
0.39
0.18 0.39
0.11 0.39
0.39
0.20
0.20
0.27 0.20
0.20
0.19 0.34
0.15 0.34
0.16 0.34
0.34
0.34
0.34
0.34
0.34
0.34
0.49
0.80
0.95
0.25
0.12
0.60
0.18 0.60
0.34
0.60
0.11 0.74
0.21
0.89
0.18 1.03
0.18 1.18
0.12 1.18
0.65
1.58
0
funny
romantic
funny
funny
mellow
romantic
angry
1.70 0.00
1.70 0.00
1.70 0.00
1.70 0.00
1.70 0.00
1.70 0.00
1.70 0.00
1.70 0.25
1.70 0.25
1.70 0.25
1.70 0.25
1.70 0.25
1.70 0.25
1.70 0.25
0.12 0.12
0.12 0.33
0.12 0.12 0.12 0.58
0.21 0.21
0.15 0.12 0.12 0.12 0.12 0.12
0.25
1.58 0.00
1.58 0.00
1.58 0.00
1.58 0.00
1.58 0.00
1.58 0.00
1.58 0.00
1.58 0.10
1.58 0.10
1.58 0.10
1.58 0.10
1.58 0.10
1.58 0.10
1.58 0.10
0.20 0.00
0.18 0.00 0.00
0.20 0.00 0.14 0.14 0.14 0.24
0.00 0.00 0.00 0.00
0.14 0.24
0.14 0.14 0.14
2.871
0.10
1.70
0.95
0.95
0.21
1.58
2.296
1.07 1.07
aggressive
happy
mellow
0.7
softaggressive
melancholy
0.00sexy
0.00 0.09 0.09 0.09
1.07
1.07
0.52
0.52
1.148
1.4
0.14
16
3.4
0.22
28% 27.78
44% 44.44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9
7
2.3
2.0
0.25
0.29
25
25%
19% 19.44
11
2.2
1.03
0
0
0
0.09
0
1.03
0
0.09
0
1.03
0.09
1.03
0
14
15
16
17
18
9 47
10 48
11 49
12 50
13
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 1 392 403 414 425 436 447 458 46
0.46
0.61
0.61
0.61
0.61
0.61
0.72
0.72
1.06
1.06
1.17
1.17
1.52
1.52
1.52
1.52
1.52
1.52
1.52
1.52
0.88
0.98
1.14
1.40
1.40
1.58
1.74
1.74
1.87
1.87
2.00
2.00
2.14
2.14
2.27
2.48
2.73
2.73
2.73
2.73
2.73
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.26
0.26
0.26
0.26
0.38
0.80
1.19
1.19
1.19
1.19
1.19
0.00
0.15
0.15
0.40
0.75
0.75
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
0.90
1.09
1.22
1.22
1.22
1.22
1.22
0.12
0.62
0.62
0.87
0.87
0.87
0.87
0.87
0.87
0.87
0.87
0.87
0.87
0.87
0.87
0.87
1.19
1.39
1.39
1.39
1.39
1.39
0.33
0.33
0.33
0.79
0.79
0.79
0.79
0.98
0.98
1.21
1.31
1.31
1.31
1.54
1.64
1.64
1.97
2.18
2.18
2.18
2.18
2.18
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.65
0.69
0.69
0.91
1.05
1.05
1.05
1.15
1.15
1.25
1.25
1.25
1.25
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.35
0.67
0.67
0.77
1.09
1.19
1.19
1.41
1.54
1.54
1.65
1.65
1.83
1.83
1.94
1.94
2.13
2.30
2.42
2.42
2.42
2.42
0.33
0.33
0.33
0.48
0.61
0.61
0.61
0.61
0.61
0.61
0.73
0.73
0.73
0.73
0.85
0.85
1.03
1.14
1.14
1.14
1.14
0.00
0.27
0.27
0.46
0.61
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.77
0.21
0.44
0.44
0.64
0.64
0.89
1.01
1.01
1.01
1.01
1.22
1.22
1.22
1.22
1.43
1.43
1.43
1.43
1.43
1.43
1.43
0.151.52
0.15 1.52
0.15 1.52
0.15 1.52
0.28 1.52
0.61 1.52
0.61 1.52
0.61 1.52
1.19 1.52
1.19
0.1
1.52 happy
1.52 1.52 1.520.001.520.001.520.151.52
0.4
2.73
1.19
0.2
14
15
dark
0.53
0.53
0.53
0.91 0.91 0.91
0.36 0.18
0.91
0.91
0.91
0.91
0.91
0.91
0.91
0.91
0.91
0.91
0.91
0.91
0.91
0.91
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.26 0.26
0.09
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
1.38
1.38
1.38
1.38
1.38
1.38
1.38
1.38
1.38
1.38
1.38
1.38
1.38
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.87
2.54
2.54
2.54
2.54
2.54
2.54
2.54
2.54
2.54
2.54
2.54
2.54
2.54
2.54
1.83
1.83
1.83
1.83
1.83
1.83
1.83
1.83
1.83
1.83
1.83
1.83
1.83
1.83
3.25
3.25
3.25
3.25
3.25
3.25
3.25
3.25
3.25
3.25
3.25
3.25
3.25
3.25
3.25
melancholy
1.49
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
1.62
0.69
0.69
0.69
0.69
0.69
0.69
0.69
0.69
0.69
0.69
0.69
0.69
2.56
2.70
2.70
2.70
2.70
2.70
2.70
2.70
2.70
2.70
2.70
2.70
1.04
1.04
1.40
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.77
2.97
3.20
3.20
3.30
3.30
3.30
3.30
3.30
3.30
3.30
3.30
3.30
3.30
3.30
3.30
3.30
3.30
3.30
1.06
1.16
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
3.02
3.17
3.17
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
3.44
1.96
1.96
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.25
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.02
0.91
0.91
0.16 0.26 0.26
0.11 0.20
0.26
0.26 0.26 0.26
0.19 0.24
1.38
0.91 0.91
0.09
0.91
0.48
1.38
0.78 0.78 0.78
0.16 0.19
1.38
1.38
0.10 1.38
0.20 1.38
1.38
1.38
1.60
1.60
1.60
0.26 1.60
0.27 1.60
0.45 1.60
0.15 1.60
1.87
0.28 1.87
1.87
1.68
2.08
2.08
2.54
2.54
0
1.68
0.16
0.67
1.38
2.40
1.38
2.54
0.91 0.91
0.16
2.54
0.29 2.54
1
2
3
17
18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
dark
sad
1.83
1.83
1.83
2.14
2.14
2.27
2.44
0.95
0.95
0.95
0.95
0.95
0.95
1.07
1.07
1.07
1.17
1.17
1.17
1.27
1.17
1.31
1.31
1.55
1.75
1.75
1.75
1.75
1.75
1.85
2.06
2.28
2.56
0.36
0.36
0.36
0.36
0.55
0.78
0.78
0.78
0.78
0.87
0.87
0.87
1.22
1.22
1.22
1.56
1.56
1.56
1.72
1.89
1.89
1.89
1.89
2.05
2.24
2.24
2.24
2.24
2.24
2.24
2.46
2.46
2.46
2.57
2.77
2.77
0.93
0.93
0.93
0.93
0.93
0.93
1.06
1.06
1.06
1.06
1.06
1.06
1.28
1.62
1.62
1.73
1.89
2.04
2.04
2.04
2.04
2.30
2.57
1.26
1.52
1.75
1.75
1.96
1.96
1.96
1.96
1.96
1.96
1.07
1.21
1.21
1.21
1.66
1.82
1.82
1.82
1.82
1.82
0.36
0.89
0.89
1.32
1.49
0.53
0.53
1.26
1.26
1.07
1.07
1.12
0.36
1.06
1.71
1.51
0.85
0.95
0.95
0.44
0.44
0.44
1.06
1.17
1.17
happy
0.36
0.36
0.36
funny
1.22
1.22
1.22
sexy
happy
1.93
2.24
2.24
romantic
funny
0.65
1.12
0.78
0.93
0.93
soft
sexy
1.12
1.28
1.28
mellow
romantic
1.26
1.26
1.07
1.07
1.26
1.26
cool
soft
1.07
1.07
1.83
1.83
00.44 10
30 AVERAGE
40 0.44500.44600.44 70
0.44 20
0.44 0.44
0.44
0.44 80
0.44 90
0.44 100
0.44 0.69
PRESENCE %
angry
mellow
sad
dark
0.6130.1
melancholy
0
sad
0.139
0.279
M
funny
romantic
mellow
angry
dark
sad
%
M
0
0
1.148
2.296
0.156
3.445
0.312
AVERAGE
PRESENCE %
funny
sexy
happy
romantic
funny
soft
sexy
mellow
romantic
cool
soft
angry
mellow
sad
0
0.145
0.289
0 10 20 30 40 50 60 70 80 90 100
PRESENCE %
happy
funny
funny
sexy
sexy
romantic
soft
soft
mellow
cool
cool
angry
angry
aggressive
dark
dark
melancholy
melancholy
0.280
AVERAGE
0 10 20 30 40 50 60 70 80 90 100
PRESENCE %
happy
aggressive
0.561
0.258
F g 4 Accumu ated LSA va ues o emot ona components tr ggered by the yr cs and
the r correspond ng ast m tag c ouds - rom top e t and across “A ways where need
to be” (The Kooks) “San Quent n” (Johnny Cash) “C ocks” (Co dp ay) “What I ve
done” (L nk n Park) “Fa ng s ow y” (G enn Hansard) “Sta rway to heaven” (Led
Zeppe n) “Sme s ke teen sp r t” (N rvana) and “Such great he ghts” (The Posta
Serv ce)
mellow
0.841
0.129
PRESENCE %
sad
0 10 20 30 40 50 60 70 80 90 100
happy
sexy
soft
cool
aggressive
melancholy
3
SUM
happy
melancholy
0
romantic
1.121
0.69 0.69 0.69 0.69 0.69
0.69
AVERAGE
0.20
2.70 2.70MAX
2.70 2.70 2.70
2.70
0.58
0.20 31%
dark
angry
melancholy
aggressive
sad
dark
dark
angry
melancholy
aggressive
0.307
42 43 44 45 46 47 48 49 50
2
33% 33.33
53% 52.78
aggressive
cool
aggressive
cool
0.3
0.920
0.2
2.54
0.78
0.21
1.83
0.36
0.78
1
%
funny
1.83
0.16
1.24
0.12 1.24
AVERAGE
0
3.05
0.16 0.16
0.22
1.24
1.96
0
sad
1.83
0.16
1.24
sad
happy
3.05
0.37 0.48 0.48
0.16 0.17
0.16
1.24
0.45
1.41
melancholy
1.83
0.37
0.16
1.24
1.68
0.21 1.68
melancholy
0.09 0angry
melancholy
2.90
0.37 0.37
0.33
0.16
1.24
dark
aggressive
sad
< 0.09
0
1.83
0.91
0.37
0.16
1.32
0.12 1.32
0.16 1.60
0.15 1.60
dark
0 cool
1.83
0.91
0.25
0.14
mellow
2.44 2.56
0.316
0.91 0.91 0.91
0.18 0.23
1.96
0.91
1.54
0
sexy
happy
romantic
funny
soft
sexy
happy
mellow
romantic
funny
cool
soft
sexy
angry
mellow
romantic
aggressive
cool
soft
dark
angry
melancholy
mellow
aggressive
sad
cool
dark
angry
melancholy
aggressive
sad
dark
2.14
0.158
0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.36 0.36 0.36 0.93 0.93
0.4
1.227
1.43 1.43 sad
1.43 1.43 1.43 1.43 1.43 1.43 1.43 1.43 1.43 1.43 1.43 1.43 1.43 1.43
1.401
0.53
1.91
0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.49 0.94 0.94 0.94 1.16 1.16
melancholy
0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77
1.682
0.53
1.83
1.01
1.962
0
0.53
1.91
1.06
romantic
sad
0.53
1.67
0.44
aggressive
0.53
1.91
0.72
sexy
melancholy
1.96
0.53
1.30
1.06
0.6
1.96
0.53
1.76
0.44
0.00 cool
0.09 0.09 0.26 0.36 0.36 0.53
0.53 0.53 0.74 0.96 1.13 1.22
angry
1.35 1.35 1.35 1.35 1.35 1.35 1.35 1.35 1.35 1.35 1.35 1.35 1.35 1.35 1.35
angry
1.41
1.96
0.53
1.30
0.59
0.28 0.28 0.40 0.40 0.40 0.40 0.40 0.57 0.57 0.73 0.89 0.89 0.89
0.7
0.65 0.65
0.65 0.65 0.65
0.65 0.65 0.65 0.65 0.65mellow
0.65 0.65 0.65 0.65 0.65 0.65
soft
cool
1.840
1.41
1.96
0.53
1.76
0.96
romantic
1.41
1.96
0.53
1.30
0.44
sexy
1.41
1.96
0.53
1.19
0.49
0.9
1.41
1.96
0.53
01.76
0.24 0.24 0.24 0.24 0.24 0.24 0.24funny
0.24 0.24 0.36 0.49 0.49 0.49
1.19 1.19 1.19 happy
1.19 1.19 1.19 1.19 1.19 1.19 1.19 1.19 1.19 1.19 1.19
sexy
1.19
0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.23 0.57 0.57 0.57 0.68 0.68
2.147
1.39 1.39
1.39 1.39 1.39 cool
1.39 1.39 1.39 1.39 1.39 angry
1.39MAX
1.39 1.39 1.39
1.39 1.39
soft
0.50
0.8
funny
dark
0.00 happy
0.00aggressive
0.00 0.00 0.00 0.00 0.00
0.00 0.15 0.15 0.15 0.26 0.26
2.18
2.18 2.18 2.18 2.18 2.18 2.18 2.18 2.18 2.18 2.18 2.18 2.18 2.18 2.18 2.18
0
mellow
1.41
1.96
1.76 1.76
sad
1.28
1.534
0.00 0.00 0.00 0.00 0.00 0.13 0.13 0.35 0.57 0.57 0.57 0.57 0.80
dark
1.14 1.14
1.14 1.14 1.14 1.14 1.14 1.14 1.14 1.14 1.14 1.14 1.14 1.14 1.14 1.14
0.5
1.43
16
1.41
1.96
0.53 0.53
0.14
0.53 0.53 0.53 0.53 0.53
0.09 0.21 0.22 0.28
1.19melancholy
1.19 1.19 1.19 1.19 1.19
1.04
0.00 0.00 0.00 0.14 0.14 0.14 0.28 0.28 0.28 0.40 0.53 0.53 0.53
aggressive
2.42 2.42 2.42 2.42 2.42 2.42
2.42 2.42 2.42 2.42 2.42sad
2.42 2.42 2.42 2.42 2.42 2.42
melancholy
1.14
cool
1.54 dark
1.54 1.54
mellow
angry
1.41
1.74 1.74
0.24
1.24
aggressive
sad
angry
dark
aggressive
melancholy
1.04
0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.44 0.44
0.19
1.22 1.22 1.22 1.22 1.22 1.22 1.22 1.22 1.22AVERAGE
1.22 1.22 1.22 1.22 1.22
1.22 1.22
romantic
soft
mellow
1.35
1.54
1.23 1.23 1.41 1.41
0.10 0.22 0.13
1.74
0.43
M
1.41 1.41 1.41 1.41 1.41
1.41
AVERAGE
% 0.21
1.96 1.96MAX
1.96 1.96 1.96
1.96
0.49
1.23
1.50
0.16
0.14melancholy
cool
0.382.73
0.57 2.73
0.57 2.73
0.57 2.73
0.57 2.73
0.57 2.73
0.81 2.73
1.04 2.73
1.04 2.73
1.04
2.731.0
2.73 2.730.002.730.202.730.382.73
funny
0
100
1.50
0.25
1.540.261.68
0.23 1.68
0.46
80
1.03 1.03
0.10
0.91
1.320.331.32
13
60
0.64 0.64 0.64
0.64 0.64 0.64
funny
0.10 0.13 0.13 0.10
0.38
0.87
1.01
0.95 0.87
0.95 0.87
0.95 0.87
0.95 0.87
0.95 0.87
0.95
0.95
0.95 1.01
0.95 1.01
0.95
0.95 1.180.091.54
0.18
0.44
0.231.01
0.88
40
0.31
0.20
0.60
0.60
0.60
1.320.161.32 1.32
0.39 0.60
0.39 0.60
0.39 0.60
0.390.13
0.39 0.60
0.39
0.39
0.39 0.60
0.39 0.60
0.39 0.88
0.39
0.22
0.22
0.230.880.211.32aggressive
0.111.32 1.32 soft
0.46
20
0.92
1.03
mellow
romantic
0 cool
soft
angry
0.17
dark
42 43 44 45 46 47 48 49 50
0.31
0.43
39% 38.89
25
25%
10
0.09
0.92
0.43
14
soft
sexy
0.19 mellow
0
%
8.333
0.11
0
0.31
1.03 1.03
0.13
8%
aggressive
0.13
0
aggressive
0
0.92
1.03
0.23
0
1.03
0.31
AVERAGE
0.7
0
0.09
0.92
0.84
3M
romantic
0
1.03
0.31
1.27 1.50 1.50 1.50 1.50
PRESENCE
%
44% 44.44
33% 33.33
0
0.09
0.92
0.43 0.43 0.43
0.23 0.21
0.14
0
1.03
0.31
1.27
1.6
0
0.09
0.92
0.84
12
0
1.03
0.31
1.27
%
sexy
0
0.09
0.92
0.84
0.24
0
0.31
0.43 0.43
0.14
0.24
avg
0.20
0
0.92
1.03
0.24
3.2
0.17
0.31
0.64
0.92
0.24
sum
0.19
0.92
1.03
0.92
0.24
n
16
0.18
0.31
1.03 1.03
sexy
happy
0.92
0.24
7
1.8
0.26 19% 19.44
AVERAGE
0.19
0.92
1.03
0.92
0.24
3.3
0.31
funny
0.58
0.236
0.92 0.92
0.24
happy
funny
2.2
0.92
dark
funny
dark
sad
0.21 romantic
0.21 0.47 0.47
0.36
0
0.118
0.77 0.77 0.77 0.77 0.77 0.77 0.92 0.92 0.92 0.92
0.32 0.32 0.32 0.37
0.32 0.16
0.32 0.32 0.32 0.32 0.32
0.11
0.24
1.6
0.62
0.31
0.32
0.09
0.43 0.43 0.43 0.43
1.07 0.09
1.07 0.09
1.07 0.28
1.07 0.28
1.07 0.28
1.07 0.28
1.07 0.28
1.07 0.28
1.07 0.28
1.07 0.28
1.07 0.28
1.07 0.28
1.07 0.28 0.43 0.43
romantic
0.23
0.34
0.12
0.27 0.10
0.11
0.39 0.39 0.39 0.39 0.39 0.20
0.39 0.20
0.39
melancholy
dark
0.3
0.38
0.95 0.95 0.95 0.4
0.95 0.95 0.38
0.950.32
0.95
sad
melancholy
0.8
0.2
0.574
sad
0.3
0.1
0.6
0 0.2
0
0.77
0.24
2.7
0.62
0.92
0.32
0.24
9
0.62
0.31
0.32
0.24
19
0.62
0.92
0.32
0.15
12
0.62
0.92
1.03
0.52
0.15
cool
0.62
0.31 0.31
0.20
0.32
0.15
angry
0.62
0.31 0.31 0.31 0.31
0.12 0.34 0.15
1.03
0.52
0.15
0.15
0.62
0.10 0.10
0.10 0.10 0.19 0.19 0.19 0.19 0.19 0.19 0.19 0.19 0.19 0.31 0.31 0.31
happy
0.24 0.14
0.24 0.23
0.24 0.23 0.23 0.23 0.23 0.15
0.13 0.63
0.16
0.14 0.14
0.23 0.23 0.23 0.240.23 0.23 0.43
0.32
0.47 0.47 0.47 0.47
0.47 0.47 0.65 0.65 soft
0.65 0.65
0.89 0.89 0.89 0.7
0.89 0.89 0.89
0.89 0.89 0.89 0.89 0.89 sad
0.89 0.89 0.89
melancholy
0.15 0.89 0.89 0.89
0.11 0.89
0.11
happy
cool
sexy
soft
mellow
0.6 mellow
0.00
0.00
0.25 0.25
0.25 0.25 0.25 0.25 mellow
0.25 0.25 0.25
2.05 2.05 1.2
2.05 2.05 2.05 0.00
2.050.28
2.05 0.00
2.050.12
2.05 0.00
2.05 0.14
2.05 0.14
2.05 0.14
2.05 0.14
2.05 0.25
2.05
0.16 2.05
0.16 2.05 2.05
0.16 funny
0.16
angry
1.722
angry 0.16
cool cool
romantic
0.6
0.00
0.00
0.16
0.16
0.16
0.16 0.16 0.16 0.16
0.16 0.16
0.16 0.16 0.16 0.16 cool
0.16 0.16
0.41 0.5
0.41 0.41 0.41 0.41 0.00
0.41
0.410.09
0.41 0.16
0.410.17
0.410.09
0.41dark
0.41
aggressive
0.17 0.41 0.41 0.41
0.22 0.41
0.22 0.41
0.16 0.41
0.09 0.10 0.17 0.22 0.22
0.32
sexy
aggressive
angry
soft
melancholy
sad
0.00
0.00
0.17
0.27
0.27
0.27
0.46
0.46
0.46
0.46
0.46
0.46
0.46
0.72
0.95
0.95
0.95
angry
1.18 1.18 1.18 1.18 1.18 1.18 1.18 1.18 1.18 1.180.141.18 1.18 1.18
0.14 1.18 1.18 1.18
0.12 1.18
0.12 1.18 1.18
0.12 0.121.060.161.24
romantic
0.41.0dark
aggressive
mellow
0.5
0.38
0.18 0.50
0.20
1.70
1.58
0.9
0.00
0.25
0.46
0.73 0.730.9
0.73 0.73 0.00
0.73
0.73 0.00
0.73 0.25
0.73 0.25
0.73 0.25
0.73AVERAGE
0.73 0.25
0.73 0.25
0.73 0.46
0.73 0.46
0.73
0.73 0.64
0.73 0.64
0.17
sexy
romantic
0.24
0.13 0.13
romantic
sexysoft
softaggressive mellow
mellow
dark
0.10
0.34
1.07 1.07 1.07 1.07 0.00
1.07 0.00
1.07 0.00
1.07 0.10
1.07 0.10
1.07 0.10
1.07 0.10
1.07 0.10
1.07MAX
1.07 0.34
1.07 0.34
1.07
1.07 0.57
1.07 0.69
0.8
0.42
0.26 cool
0.19
angry
melancholy angry
sad
romantic
1.4soft
cool
0.8
0.29
0.46
0.15 0.56
0.41
0.00
0.15 0.11
0.13 0.11
SUM
happy
sexy
happy
sexy happy
soft
sad funny
sexy
cool
1.70
0.00 0.00 0.12
1.0
1.0funny
melancholy
happy
0.34
0.23
0.15
0.33 0.33
0.78 0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
0.78
1.24 1.24 1.24 1.24 1.24 1.24 1.24 1.24 1.24 1.24 1.24 1.24 1.24 1.53 1.53 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81 1.81
0.49 0.49 0.49 0.49 0.49 0.49 0.49 0.75 1.01 1.27 1.52 1.52 1.52 1.52 1.52 1.523.445
1.52 0.00
1.52 0.33
1.52
1.52
1.52
1.52
1.520.00
1.520.00
1.520.00
1.520.00
1.52 0.27
1.52 0.90
0.00 1 1.52
0.002 1.52
0.003 1.52
0.00
0.00
0.00
0.00
0.43 0.43
0.43 23
0.43 24
0.43 25
0.4326
0.43270.43280.43
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
35 0.00
36 37 38
39
40
41
happy
0
4 42
5 43
6 44
7 45
8 46
9 47
10 48
11 49
12 50
130.27140.2715 0.43
16 0.43
17 0.43
18 0.43
19 20
21 22
290.54
30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
0.1
dark
0.70
0.13 1.06
SUM
100
0.15
0
18
0.13
0.15
00.61 00.61 00.61 0 0.61 0 0.610 0.610 0.610 0.610
0.62
00.10
17
17
80
0.15
37.04
0 -0 1.29
0 NaN1.29
0 NaN
-0
0 0 0 0 0 0 0 0 0 0 0 0 0 0
sexy
1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29 1.29
0.5
14.81
romantic
0 0 -0
0 0 0 0 0 0 0 0 0 0 0 0 0 0
NaN0 NaN0
NaN
0.62 0.62
16
16
0.15
NaN
1.29 1.29
29.63
0.40
-0
0 NaN0 NaNsoft
0 0 0 0 0
NaN0
0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61 0.61
mellow
55.56
0 NaN
-0 NaN 0 0 0 0 0
NaN0
0.09 0.09 0.09 0.09 cool
0.09 0.09 0.09 0.09 0.3
0.09 0.09
33.33
0 NaN
-0 0.280 NaN
-0angry
-0 0 0 0 0 0
NaN
1.03 1.03 1.03 1.03
1.03 1.03 1.03 1.03 1.03 1.03
0.2
14.81
0 NaN
-0aggressive
-0 NaN
-0 NaN
-0 0 0 0 0 0
15
15
60
0.15
cool
angry
happy
22.22
M
0 NaN
-0
-0
-0
-0
0 0.15 0 0.150 0.150 0.150 0.150dark 0.23romantic
0
0.7
0.15
0.150.22
0.15NaN
0.15NaN
0.15 0
0.15 0
0.15 0
0.15 0
0.15 00.15 00.15 00.15 00.15
aggressive
happy
funny
18.52
NaN
0 NaN
-0
0 NaN0.72
0 funny
-0
0 0.72 0 0.720 0.720 0.720 0.720sad 0.21 0 soft
melancholy
0.72
0.72 0.72
0.72 0
0.72 0
0.72 0
0.72 00.72 00.72 00.72 00.72 00.72
0.6
14
14
0.15
25.93
0 0.58 00.58 00.580.5
1.0
0happy
0.58NaN
0.58 -0
0.58NaN0.58
0.58 0
0.58 0
0.58 0
0.580
-0
-0
0 NaN0
00.58 00.58 00.58happy
0 0.58
0 0.580 0.580 0.5801.5
funny
0.9
59.26
%
0 NaN0.46
0 0.46
0 NaN
-0
00.46 00.46sexy
0 0.46 0 0.460 0.46
0 0.46
0 0.460romantic
> 0.25 0funny
0.46
0.46NaN0
0.46 0
0.46 0
0.46 0
0.46 00.46 00.46 00.46AVERAGE
PRESENCE
% 0.17
18.52
0.8
soft
0 NaN0.19
0 0.180.19
0 NaN
-0
-0
0 0.19 0 0.190 0.19
0 0.190 0.190mellow
0.25 0 sexy
0.19
0.19NaN
0.19 0
0.19 0
0.19 0
0.19 00.19 00.19 00.19 00.19 00.19MAX
0.43
0.29
13
13
40
0.15
18 NaN
19 NaN
20 NaN
21 0.88
22 0.88
23 0.88
24 NaN
25 NaN
26 0.26
27 0.26
28 0.26
29 0.26
30 0.88
31 0.88
32 0.88
33 0.88
34 0.88
35 0.88
36 0.88
37 0.88
38 0.88
39 0.88
40 0.88
41 0.88
42 0.88
43 0.88
44 0.88
45 0.88
46 0.88
47 0.88
48 0.88
49 0.88
50
0.88
0.88
0.88
0.88
0.88
0.88
0.88
0.88
0.88
0.88
0.33 0.00
0.45
NaN
0.25 3
0.25 40.58
0.25 50.75
0.25 60.75
0.2571.05
0.258NaN
0.25
0.25
0.25
0.25
0.251.35
0.251.35
0.251.35
0.25
0.82
0.82
0.82
0.82
0.82
0.12 0.00
0.31
0.31
0.44
0.58
1.05
1.05
1.050.25
1.23
1.35
1.35
1.35
1.35
1.35
1.35
1.35NaN
1.35 0.82
1.35 0.30
1.35 29
1.350.27
1.35 31
1.35 32
1.35NaN
1.35 34
1.35NaN
1.35NaN
1.3537
1.3538
1.35391.35401.35
1
2
91.05
101.05
11NaN
12 1.050.25
130.12
140.33
15
16
17
18
190.25
200.25
21 0.44
220.63
23NaN
24 0.82
25
26
27
28
30
33
35
36
41 1.35
421.35
431.35
44 1.35
45 1.35
46 1.35
47 1.35
48 1.35
49 1.35
50
1.0
0 0.00
-0 0.10
-0 NaN
0.180 NaN
0.18
0.180 NaN
0.180
0.00
sad
sad
0 10 20 30 40 50 60 70 80 90 100
0
%
0 10 20 30 40 50 60 70 80 90 100
%
12
segments of emotions framed by the dimensions of valence and arousal:
active positive - happy, funny, sexy, romantic
passive positive - soft, mellow, cool
active negative - angry, aggressive
passive negative - dark, melancholy, sad
Within the tag-clouds a number of more idiosyncratic expressions like “kickass”
or “makes-me-laugh” will similarly have to be mapped onto one of the above four
affective groups, in this case defined as active positive. Terms referring to complex emotions like “love” has similarly been assigned to this segment based on
user-rated valence and arousal values [32] . To simplify the comparison against
the tags, the emotional segment with the highest accumulated LSA values has
been highlighted for each of the songs below:
“21 Things i want in a lover” (Alanis Morissette)
last.fm tags include: “attitude, in-your-face, kickass, makes-me-laugh” (Fig.1)
LSA values summed in groups: active positive: 8,4 passive positive: 4,2 active
negative: 1,5 passive negative: 4,4
“Bleeding love” (Leona Lewis)
last.fm tags include: “ love, romantic, sweet, sexy, melancholy, sad” (Fig.1)
LSA values summed in groups: active positive: 25,3 passive positive: 15,2 active negative: 2,6 passive negative: 18,2
“The Scientist” (Coldplay)
last.fm tags include: “mellow, sad, love, chill, melancholy” (Fig.1)
LSA: active positive: 7,2 passive positive: 4,5 active negative: 2,2 passive negative: 4,9
“Mad world” (Gary Jules)
last.fm tags include: “sad, melancholy, mellow” (Fig.1)
LSA values summed in groups: active positive: 5.6 passive positive: 4,6 active
“Nothing else matters” (Metallica)
last.fm tags include: “melancholic, love, chillout, sad” (Fig.1)
LSA values summed in groups: active positive: 5,2 passive positive 2,7: active
“Starlight” (Muse)
last.fm tags include: “love, cool, chill, happy, melancholic, sexy” (Fig.1)
13
“Come away with me” (Norah Jones)
last.fm tags include: “mellow, love, chillout, sleepy” (Fig.1)
“Everybody hurts” (R.E.M)
last.fm tags include: “sad, melancholy, mellow, chillout” (Fig.2)
negative: 5,4 passive negative: 4,9)
“Iris” (Goo Goo Dolls)
last.fm tags include: “love, sad, mellow, romantic, melancholy” (Fig.2)
“Wonderwall” (Oasis)
last.fm tags include: “love, chill, mellow, sad” (Fig.2)
negative: 2,7 passive negative: 3,9)
“Time to pretend” (MGMT)
last.fm tags include: “drugs, happy, energetic, nostalgic” (Fig.2)
“Rehab” (Amy Winehouse)
last.fm tags include: “sexy, cool, chillout, fun, happy, party, smooth” (Fig.2)
“Now at last” (Feist)
last.fm tags include: “sad, mellow, chill” (Fig.3)
“My immortal” (Evanescence)
last.fm tags include: “sad, love, melancholy” (Fig.3)
“Creep” (Radiohead)
last.fm tags include: “melancholic, sad, love, mellow” (Fig.3)
14
“Colorblind” (Counting Crows)
last.fm tags include: “sad, chill, melancholic, love” (Fig.3)
“Always where i need to be” (The Kooks)
last.fm tags include: “makes-me-happy, sounds-like-summer, party, cool” (Fig.4)
“San Quentin” (Johnny Cash)
last.fm tags include: “prison, angry, black, cynical” (Fig.4)
“Clocks” (Coldplay)
last.fm tags include: “chill, mellow, cool” (Fig.4)
“What I’ve done” (Linkin Park)
last.fm tags include: “love, energetic, intense, memories” (Fig.4)
“Falling slowly” (Glenn Hansard)
last.fm tags include: “mellow, love, feel-good, sad” (Fig.4)
“Stairway to heaven” (Led Zeppelin)
last.fm tags include: “melancholic, cool, mellow, sad” (Fig.4)
“Smells like teen spirit” (Nirvana)
last.fm tags include: “love, cool, energetic, kick-ass, melancholic” (Fig.4)
“Such great heights” (The Postal Service)
last.fm tags include: “love, chill, mellow, happy” (Fig.4)
15
To summarize, in order to assess to what degree the retrieved LSA correlation
values of lyrics and affective terms approximate the user-defined last.fm tags describing the songs, we compared the maximum accumulated LSA values against
the twenty-four tag clouds. Mapping the highest accumulated LSA values onto
one of the four generalized groups of emotions we retrieved the following results:
Thirteen lyrics were correctly identified to represent emotions related to active positive aspects of valence: “21 Things i want in a lover” (Alanis Morissette), “Bleeding love” (Leona Lewis), “Iris” (Goo Goo Dolls), “Wonderwall”
(Oasis), “Time to pretend” (MGMT), “Rehab” (Amy Winehouse), “Smells like
teen spirit” (Nirvana), “Such great heights” (The Postal Service), - or passive
negative aspects of valence as in the songs: “Mad world” (Gary Jules), “Nothing
else matters” (Metallica), “Now at last” (Feist), “My immortal” (Evanescence),
“Stairway to heaven” (Led Zeppelin).
Five songs were wrongly identified to represent active positive aspects of
valence instead of passive positive: “The Scientist” (Coldplay), “Clocks” (Coldplay), “Falling slowly” (Glenn Hansard) - or passive negative: “Everybody hurts”
(R.E.M), “Creep” (Radiohead).
Three songs were wrongly identified to represent passive negative aspects of
valence instead of active positive: “Starlight” (Muse), “Always where i need to
be” (The Kooks), “What I’ve done” (Linkin Park)
One song was wrongly identified as active positive aspects of valence instead of active negative: “San Quentin” (Johnny Cash). One song was wrongly
identified as representing passive positive aspects of valence instead of passive
negative: “Colorblind” (Counting Crows). One song was wrongly identified as
passive negative instead of passive positive: “Come away with me” (Norah Jones)
16
4.3
LSA emotions mapped over time
While the accumulated LSA values facilitate characterizing the patterns in terms
of their distribution of emotional components, and simplify a comparison against
the corresponding last.fm tag clouds, mapping eight examples of the retrieved
LSA matrices over time, allows us to explore to what extent the triggered emotions reflect the underlying musical structure of the songs. The grayscale plots
define the range of emotions that are triggered by each line in the lyrics over
time. A third dimension is indicated by the amount of saturation, where black
signifies higher cosine correlation between the affective terms and the lyrics. Separating the grayscale plots into sections corresponding to the structure of the
song, makes it possible to compare the patterns of emotions against the formal divisions of the song. Adding up the LSA values for each line in the lyrics,
provides an alternative view of the accumulated emotional peaks and valleys,
plotted over time in colors based on the values from the greyscale matrices.
Taking as an example the Metallica song “Nothing else matters”, LSA peak
values of happy and sad are triggered simultaneously by the lyrics “Couldn’t
be much more
from the heart” in line 2, 17 and 37 marking the beginning
of
-0 0 0 -0 -0 0 -0 -0 0 -0 0 -0 0 0 -0 -0 0 0 -0 0 0 -0 -0 0 -0 -0 0 -0 0 -0 0 0 0 0 -0 -0 0.43
0.16
-0.26
0 -0 -0
0 -0 0section,
0 0 -0 0 -0as
0 0 well
0 -0 0as
-0 -0
0 0 final
0 -0 -0 lines
0 0 0 -0of
0 -0
0 0 coda.
0 0 0 -0The
0 -0.14
-0.13
0.19
the 1’st and
2’nd
the
the
persistent
-0 -0 -0 0 -0 -0 0 0 -0 -0 -0 0 0 0 -0 -0 -0 -0 0 0 0 -0 -0 -0 0 0 -0 -0 -0 0 0 0 0 0 -0 -0 -0.04
-0.07
0.01
pattern of-0 juxtaposed
angry,
caused
by
lines of
0 -0 -0 -0 -0 -0 -0 -0
0 0 -0 -0cool
-0 -0 -0 and
0 -0 -0funny
-0 -0 -0 -0components
-0 -0 -0 -0 0 0 -0 -0is
-0 -0
-0 -0 -0 0.13
-0.12
-0.19
0 0 -0 -0 -0 -0 -0 -0 -0 -0 -0 0 0 0 0 0 0 -0 0 0 0 -0 -0 -0 -0 -0 -0 -0 -0 0 0 0 0 0 0 0.21
0.01
-0.01
“Nothing 0-0else
matters”, interspersed between clusters of dark, melancholy
and
0 -0 -0 -0 -0 -0 -0 0 0 -0 -0 -0 -0 -0 -0 0 -0 -0 -0 -0 -0 -0 -0 -0 -0 0 0 -0 -0 -0 0 -0 -0 -0 -0 0.09
-0.10
-0.10
0 0 -0resulting
0 -0 -0 -0 0 -0from
0 -0 0 the
-0 -0 0“Never
0 0 -0 0 -0
-0 0 -0 for
-0 -0 0..”
-0 0sections
-0 0 -0 0 -0in
-0 0the
0 0.07
-0.10
0.18
sad elements
cared
lyrics.
The
-0 -0 -0 0 -0 0 0 0 -0 0 0 0 0 0 0 -0 -0 -0 0 0 0 0 -0 0 0 0 -0 0 0 0 0 0 0 0 0 -0 -0.27
-0.07
0.22
three happy-sad
the
In
between
-0 0 -0 -0 0 peaks
-0 0 -0 -0 partition
-0 -0 -0 -0 -0 -0 the
-0 0 -0overall
-0 -0 -0 -0 0structure
-0 0 -0 -0 -0 -0of
-0 -0
0 -0 song.
-0 -0 -0 0.01
-0.04
-0.09
0 -0 -0 0 0 -0 -0 0 -0 -0 -0 0 -0 -0 0 0 -0 -0 0 -0 -0 0 0 -0 -0 0 -0 -0 -0 0 -0
-0 -0 0 0 -0.16
-0.07
0.03
these peaks,
the
texture
consists
of
the
pointed
angry-cool-funny
structures,
-0 0 -0 -0 -0
-0 -0 -0 0 0 -0 0 0 0 -0 0 -0 -0 0 0 0 -0
-0 -0 -0 0 0 -0 0 0 0 0 0 -0 0.18
-0.22
-0.29
0 0 -0 -0 0 -0 -0 0 0 0 -0 0 0 -0 -0 0 0 -0 0 0 -0 -0 0 -0 -0 0 0 0 -0 0 0 0 0 -0 -0 0.44
0.17
-0.27
connected-0to
the declining slopes made out of the contrasting clusters.
(Fig.5)
happy
NaN
0
funny
NaN
-0
sexy
NaN
-0
romantic
NaN
-0
soft
NaN
-0
mellow
NaN
-0
cool
NaN
-0
angry
NaN
-0
aggressive
NaN
-0
dark
NaN
-0
melancholy
NaN
0
sad
NaN
-0
1
happy -0
2
0
3
4
5
0 -0 -0
6
7
8
0 -0 -0
9
10
0 -0
11
12
0 -0
13
0
14
15
16
0 -0 -0
17
0
18
0
0 -0 -0
0 -0 -0
0 -0
0 -0
0
0
0
0 -0 -0
0
0
0
0 -0 -0 -0 -0 -0 -0 -0 -0 -0
0 -0 -0 -0 -0 -0 -0
0 -0
cool
angry -0 -0 -0
aggressive -0
dark
0
0
0
0
0 -0
0
0
0 -0 -0 -0 -0 -0 -0 -0 -0
0 -0
0.21
0
soft
10
1.4
0.14
0.19
0
mellow
0
0.0
0.00
0
0.17
0
cool
7
1.3
0.18
0
0 -0
0 -0
0
0
0
0 -0 -0 -0
0
0.15
0
angry
11
2.1
0.19
0
0 -0
0 -0 -0 -0 -0 -0 -0 -0 -0 -0
0 -0 -0
0 -0 -0 -0
0 -0 -0
0
0 -0 -0 -0
0
0 -0
0
0
0
0 -0 -0
0
0 -0
0
0 -0 -0
0 -0 -0
0
0 -0
0 -0 -0
4
0
0 -0 -0 -0 -0 -0
0 -0 -0
0 -0 -0 -0
0
0 -0 -0
0
0 -0
0
0
0
0 -0
0
0
0 -0 -0
0
0
0 -0 -0 -0 -0 -0 -0
0 -0 -0
0 -0 -0
0 -0
0
0 -0 -0 -0
0
0 -0 -0 -0 -0
0 -0 -0
0
0 -0 -0 -0
0
0 -0
0
0
0
0
0 -0
0 -0 -0
0
0 -0
0
0
0
0 -0 -0
0
0 -0
0
0
0
0.13
0 -0
0 -0 -0 -0
0
0
0.00
0.7
0 -0 -0
0
0
0.0
5
0
0
0
0.17
0
romantic
0 -0 -0
0 -0
0
1.7
sexy
0
0 -0 -0 -0 -0
0 -0
0
10
0
0.23
0 -0
0
0
0
0.25
0 -0
0 -0
0
0.13
0
aggressive
0
0.11
0
dark
0 -0 -0
0.09
0
melancholy
< 0.09
0
sad
0 -0 -0
0
0 -0
AVERAGE
1.4
1.2
1
1.0
happy
2
3
0.43
0.16
4
0.19
funny
0.8
happy
sexy
5soft
6
7
8
cool
0.14
aggressive
0.12
0.19
melancholy
9
funny
romantic
10mellow
11 12 13
angry
0.10
dark
0.19
sad
14
15
16
0.11
17
18
0.43
0.16
0.10
0.11
0.14
0.19
0.12
0.12
0.19
0.19
0.10
0.11
0.43
0.13
soft
0.21
0.6
0.6
0.15
1.2
0.15
10% 10.26
21% 21.05
1.5
3.2
0.15
0.21
27% 27.03
38% 38.46
8
1.4
0.14 20%
SUM
0.19
0.13
0.09
0.14
0.21
0.14
funny
0.13
0.09
0.09
0.14
0.09
sexy
0.21
romantic
mellow
0.4
cool
0.18
0.2
angry
0.22
0.18
0.18
0.18
aggressive
0
0
0%
18% 17.95
28% 28.21
happy
0.14
0.14
0
0%
13% 12.82
26% 25.64
8
0.16
0.12
%
38% 38.46
26% 25.64
10
15
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39
sexy
romantic
dark
funny
> 0.25
0 -0 -0 -0
0
0
avg
0.19
0 -0
0 -0 -0
0
sum
2.8
0 -0 -0 -0
0 -0
0
n
15
0 -0 -0
0 -0 -0 -0 -0 -0 -0 -0 -0 -0
0 -0
0 -0 -0
0 -0 -0
melancholy -0
sad -0
0
0 -0 -0 -0 -0 -0 -0
0 -0 -0 -0
0
0
0
0 -0
funny 0 -0 -0 0 -0 0 0 0 -0 0 -0 0 0 0 -0 0 -0 -0 0 0 0 -0 -0 0 0 0 -0 0 -0 0 0 0 0 0 -0 0 -0 -0 0
sexy -0 -0 -0 0 -0 -0 0 0 -0 -0 -0 0 0 0 -0 -0 -0 -0 0 0 0 -0 -0 -0 0 0 -0 -0 -0 0 0 0 0 0 -0 -0 -0 -0 0
romantic -0 0 -0 -0 -0 -0 -0 -0 -0 0 0 -0 -0 -0 -0 -0 0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 0 0 -0 -0 -0 -0 -0 -0 -0 0 -0 -0
soft 0
mellow -0
happy
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39
0 -0
0.17
0.22
0.12
0.18
0.18
0.22
0.22
0.12
0.18
0.16
melancholy
0.18
sad
0.44
0.17
0.18
0.18
0.11
0.13
0.17
0.11
0.18
0.12
0.18
0.15
0.16
0.44
0.17
0.18
0.12
0.15
0.16
0.22
0.12
0.18
0.18
0.22
0.22
0.12
0.16
0.11
0.13
soft
mellow
cool
angry
0.17
0.12
0.18
0.12
0.18
0.17
0.15
0.16
0.44
aggressive
dark
0.17
Fig. 5. Nothing else matters (Metallica): LSA patterns of emotions triggered by
the lyrics, separated into sections corresponding to the musical structure of the song
(top).happy
Accumulated LSA values for each line of the lyrics (bottom).
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39
0.00
0.43
0.58
0.58
0.58
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.82
0.94
0.94
0.94
1.36
1.52
1.52
1.62
1.73
1.73
1.73
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.99
1.99
2.08
2.20
2.20
2.20
2.63
2.78
2.78
funny
0.00
0.00
0.00
0.19
0.19
0.30
0.30
0.49
0.49
0.49
0.49
0.68
0.68
0.68
0.68
0.68
0.68
0.68
0.87
0.87
0.87
0.87
0.87
0.99
0.99
1.17
1.17
1.17
1.17
1.36
1.36
1.48
1.48
1.48
1.48
1.48
1.48
1.48
1.67
sexy
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
romantic
0.00
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.27
0.27
0.27
0.27
0.27
0.27
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.39
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.66
0.66
0.66
soft
0.00
0.21
0.21
0.21
0.21
0.21
0.21
0.21
0.21
0.21
0.21
0.21
0.35
0.45
0.45
0.45
0.65
0.65
0.65
0.80
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.98
0.98
1.13
1.22
1.22
1.22
1.43
1.43
1.43
mellow
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
cool
0.00
0.00
0.00
0.18
0.18
0.18
0.18
0.36
0.36
0.36
0.36
0.54
0.54
0.54
0.54
0.54
0.54
0.54
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.90
0.90
0.90
0.90
1.08
1.08
1.08
1.08
1.08
1.08
1.08
1.08
1.08
1.26
angry
0.00
0.00
0.00
0.22
0.22
0.22
0.40
0.62
0.62
0.62
0.74
0.96
0.96
0.96
0.96
0.96
0.96
0.96
1.18
1.18
1.18
1.18
1.18
1.18
1.36
1.58
1.58
1.58
1.70
1.92
1.92
1.92
1.92
1.92
1.92
1.92
1.92
1.92
2.14
aggressive
0.00
0.00
0.00
0.00
0.18
0.18
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.47
0.47
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
0.59
dark
0.17
0.17
0.17
0.17
0.33
0.33
0.33
0.33
0.33
0.33
0.33
0.33
0.33
0.33
0.45
0.62
0.62
0.62
0.62
0.62
0.62
0.73
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
0.89
1.00
1.18
1.18
1.18
1.18
melancholy
0.00
0.18
0.18
0.18
0.18
0.18
0.18
0.18
0.18
0.18
0.18
0.18
0.36
0.47
0.47
0.47
0.65
0.65
0.65
0.83
0.95
0.95
0.95
0.95
0.95
0.95
0.95
0.95
0.95
0.95
1.07
1.07
1.24
1.36
1.36
1.36
1.54
1.54
1.54
sad
0.00
0.44
0.61
0.61
0.61
0.74
0.74
0.74
0.74
0.74
0.74
0.74
0.89
1.05
1.05
1.05
1.49
1.66
1.66
1.80
1.97
1.97
1.97
2.10
2.10
2.10
2.10
2.10
2.10
2.10
2.27
2.27
2.41
2.58
2.58
2.58
3.02
3.18
3.18
melancholy
sad
0
1.0612
2.1225
3.1837
17
The ABAB musical structure of the Coldplay song “The scientist” is marked
by the vertical LSA columns triggering almost every emotion at line 3 and 24
followed by scattered activation of mellow and soft emotions., reflecting the lines
“You don’t know how lovely you are” and “Tell me you love me”, in the beginning and middle
of the two A sections respectively. In contrast the subsequent
0
1 -0 0 0 0 -0 0 -0 -0 -0 0 0 0 0 0 -0 -0 -0 -0 0 0 1 0 -0 -0 -0 0 0 0 0 0 0
0
0 -0 -0 -0 -0 0 0 0 at
0 -0line
0 -0 013
0 and
0 0 0 30,
-0 0 -0
-0 0characterized
0 0 0 0 0 0 -0 0 0by
0 a sustained
two B sections,
commencing
are
0
0 -0 -0 -0 -0 -0 -0 0 0 -0 -0 0 -0 0 -0 -0 0 -0 -0 0 -0 0 -0 -0 0 0 -0 -0 0 -0 0 -0
juxtaposition 0of 0happy
central
soft and
-0 0 -0 0and
-0 -0 0sad
0 -0 aspects
-0 0 -0 0 -0 largely
-0 0 -0 0 0devoid
0 0 0 -0 of
0 -0more
0 -0 0 -0
0 0
-0
0 -0 -0 -0 0 0 -0 0 0 -0 0 -0 0 0 -0 -0 0 -0 0 -0 0 0 -0 -0 0 -0 -0 0 -0 0 0 -0
romantic components.
Two
affective
peaks
dominate
the
beginning
of
the first
0
0 -0 0 0 -0 -0 0 0 -0 -0 0 -0 0 0 0 -0 -0 -0 -0 0 0 0 0 0 0 -0 0 0 -0 0 0 0
0 0middle
-0 0 0 0 -0
0 the
0 -0 0second
-0 0 0 -0 A
-0 -0section.
0 -0 -0 -0 0 Following
-0 -0 0 0 -0 0 the
-0 0 0 peaks,
-0
A section and-00 the
of
the re-0 -0 -0 -0 -0 0 0 -0 0 -0 0 -0 0 0 0 0 -0 -0 -0 -0 -0 -0 0 0 -0 0 0 0 -0 0 0 0
-0 0 0
0 0 -0 -0 -0 are
0 -0 0characterized
0 0 -0 0 -0 0 -0 0 0by
0 -0
-0 0 0 0 -0 0aspects
0 0
maining parts-0 of0 the
A-0sections
scattered
of more
-0
-0 0 -0 0 -0 0 -0 0 -0 0 -0 -0 -0 -0 -0 -0 -0 0 0 0 -0 -0 -0 0 0 -0 -0 -0 -0 -0 -0 -0
central emotions,
the
simultaneous
bal0
0 that
-0 -0 -0 0lead
-0 -0 0into
0 0 -0
0 -0 shorter
-0 -0 -0 0 0 B
-0 -0sections
0 0 -0 -0 0 with
-0 -0 -0 0
-0 -0 -0
0 -0 0 -0 -0 -0 -0 -0 0 0 0 0 -0 -0 0 -0 -0 -0 0 1 0 -0 -0 -0 -0 0 0 0 0 -0
anced activation 1of0 happy
and sad components (Fig.6)
happy
NaN
0
0
funny
NaN
-0
0
sexy
NaN
-0
0
romantic
NaN
-0
0
soft
NaN
-0
0
mellow
NaN
-0
0
cool
NaN
-0
0
angry
NaN
-0
aggressive
NaN
-0
0
dark
NaN
-0
-0
melancholy
NaN
0
0
sad
NaN
-0
-0
1
2
3
4
5
0
6
0
7
happy
0
0
1 -0
funny
0
0
0 -0 -0 -0 -0
sexy
0
romantic
8
0 -0
0
9
10
11
12
13
14
17
18
0
1
0 -0 -0 -0
0
0
0
0
0
0
0
happy
n
12
sum
3.6
avg
0.30
0 -0 -0
0
0
0
0 -0
0
0
0
> 0.25
0
funny
10
1.5
0.15
0 -0
0 -0
0 -0
0
15
16
0 -0 -0 -0
0
0
0
0
0 -0 -0 -0 -0
0
0
0 -0
0 -0
0
0
0
0
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
0 -0
0
0
0
0
0 -0 -0
0
0 -0 -0 -0 -0 -0 -0
0
0 -0 -0
0 -0
0 -0 -0
0 -0 -0
0 -0
0 -0 -0
0
0.25
0
sexy
4
0.6
0.15
0
0
0 -0
0 -0 -0
0
0 -0 -0
0 -0
0 -0 -0
0 -0
0
0
0
0
0 -0
0
0.23
0
romantic
8
1.5
0.19
soft -0
mellow 0
0
0 -0 -0 -0
0
0
0 -0
0 -0
0
0 -0 -0
0 -0
0 -0
0
0 -0 -0
0 -0 -0
0 -0
0
0 -0
0.21
0
soft
6
1.6
0.26
0
0 -0
0 -0 -0
0 -0
0
0
0
0
0 -0
0
0 -0
0
0
0
0.19
0
mellow
10
1.7
0.17
cool -0
0
0
0
0 -0
0 -0
0 -0 -0
0
0
0
0 -0
0
0 -0
0 -0
0
0 -0 -0 -0
0
0 -0
0 -0
0 -0
0
0
0
0 -0
0
0 -0 -0 -0
0 -0
0
0
0 -0
0 -0
0 -0
0 -0
0
melancholy
0
0
0 -0 -0 -0
0 -0 -0
sad
0
0
1
0 -0 -0 -0 -0 -0
0 -0
0 -0
0 -0 -0 -0 -0
0
0 -0 -0 -0 -0 -0
aggressive -0
dark -0
angry
0
0 -0
0
0 -0
0 -0 -0 -0
0 -0
0 -0 -0 -0 -0 -0 -0 -0
0
0
0 -0
0
0 -0
0
0
0
0
0 -0 -0
0 -0 -0 -0 -0 -0 -0
0 -0
0
0
0 -0
0
0 -0
0
0 -0
0.17
0
cool
8
1.2
0.16
0
0
0 -0
0
0
0
0.15
0
angry
9
1.8
0.20
0
0
0 -0
0
0
0
0.13
0
aggressive
4
0.4
0.11
0 -0 -0 -0 -0 -0 -0 -0
0.11
0
dark
3
0.5
0.18
12% 12.12
9% 9.091
0.09
0
melancholy
< 0.09
0
18% 18.18
37.5
38%
0 -0 -0 -0
0
0
0 -0 -0
0
0 -0 -0
0 -0 -0 -0
0
1
0 -0 -0 -0
0 -0 -0 -0 -0
0
0 -0 -0 -0
0
0
0 -0
sad
AVERAGE
3.2
2.8
1
2
2.4
3
4
5
6
7
8
9
10
happy
0.77
2.0
funny
0.13
sexy
0.19
romantic
0.38
0.12
0.15
1.2
soft
0.39
0.13
0.24
mellow
0.20
cool
0.19
1.6
0.8
11
12
0.22
0.14
13
14
15
16
0.26
0.13
0.26
0.17
0.17
17
18
0.26
0.12
0.21
angry
0.4
0.10
0.13
0.13
0.20
0.22
0.38
0.15
0.39
0.24
0.32
0.20
0.15
0.21
0.12
0.19
0.14
0.21
0.19
0.13
0.19
0.19
0.17
0.17
0.12
0
0.12
dark
melancholy
0.28
0.21
sad
0.61
0.24
0.16
0.10
0.09
0.19
0.11
aggressive
0.26
0.09
0.20
0.13
0.09
0.77
0.13
0.13
0.17
sad
melancholy
dark
aggressive
0.13 0.26 0.17
angry
cool
0.10
mellow
soft
romantic
sexy
funny
0.13 0.20
happy
0.15
0.24
0.25
1.6
0.20 23%
SUM
funny
sexy
romantic
soft
mellow
0.22
0.22
0.10
0.10
cool
angry
aggressive
0.22
0.19
1.4
3.0
8
happy
0.15
0.25
0.23
0.15
6
12
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
0.20
0.16
24% 24.24
27% 27.27
0 -0
0
0 -0 -0
18% 18.18
30.3
30%
0 -0
0 -0 -0 -0 -0
0
12% 12.12
24% 24.24
0 -0 -0
0
0
0 -0
%
36% 36.36
30.3
30%
0.28
0.11
0.30
dark
0.23
0.61
0.15
0.19
0.15
melancholy
0.11
Fig. 6. The Scientist (Coldplay): LSA patterns of emotions triggered by the lyrics,
separated into sections corresponding to the musical structure of the song (top). Accumulatedhappy
LSA values for each line of the lyrics (bottom).
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
0.00
0.00
0.77
0.77
0.77
0.77
0.99
0.99
0.99
0.99
0.99
0.99
1.26
1.38
1.65
1.82
1.82
1.82
1.82
1.82
1.82
1.82
2.02
2.79
2.79
2.79
2.79
2.79
2.79
3.06
3.18
3.45
3.62
3.62
funny
0.00
0.00
0.13
0.13
0.13
0.13
0.13
0.27
0.44
0.44
0.44
0.44
0.44
0.44
0.44
0.44
0.61
0.87
0.87
0.87
0.87
0.87
0.87
0.99
0.99
1.12
1.12
1.34
1.44
1.44
1.44
1.44
1.44
1.55
sexy
0.00
0.00
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.19
0.32
0.32
0.32
0.41
0.41
0.60
0.60
0.60
0.60
0.60
0.60
0.60
0.60
0.60
0.60
0.60
romantic
0.00
0.00
0.38
0.38
0.38
0.38
0.50
0.50
0.50
0.64
0.64
0.64
0.64
0.64
0.64
0.64
0.64
0.64
0.77
0.77
0.87
1.01
1.01
1.39
1.39
1.39
1.54
1.54
1.54
1.54
1.54
1.54
1.54
1.54
soft
0.00
0.00
0.39
0.39
0.39
0.39
0.51
0.51
0.51
0.76
0.76
0.76
0.76
0.76
0.76
0.76
0.76
0.76
0.76
0.76
0.76
0.76
0.95
1.34
1.34
1.34
1.58
1.58
1.58
1.58
1.58
1.58
1.58
1.58
0.00
0.00
0.20
0.20
0.20
0.20
0.20
0.20
0.20
0.20
0.20
0.20
0.33
0.33
0.46
0.66
0.66
0.66
0.66
0.66
0.66
0.98
0.98
1.18
1.28
1.28
1.28
1.28
1.28
1.41
1.41
1.54
1.74
1.74
0.00
0.00
0.19
0.36
0.36
0.36
0.36
0.45
0.45
0.45
0.58
0.58
0.58
0.58
0.58
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.91
0.91
0.91
0.91
1.10
1.10
1.10
1.10
1.10
1.25
1.25
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.21
0.42
0.42
0.42
0.42
0.42
0.42
0.42
0.42
0.63
0.82
0.82
0.82
0.82
0.82
0.82
0.82
1.01
1.18
1.18
1.35
1.57
1.57
1.57
1.57
1.57
1.79
0.00
0.00
0.00
0.00
0.00
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.23
0.23
0.23
0.23
0.33
0.33
0.33
0.33
0.33
0.43
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.12
0.12
0.12
0.12
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.00
0.00
0.28
0.28
0.28
0.28
0.49
0.49
0.49
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.93
0.93
0.93
0.93
1.21
1.21
1.21
1.44
1.44
1.44
1.44
1.44
1.44
1.44
1.44
0.00
0.00
0.61
0.61
0.61
0.61
0.85
0.85
0.85
0.85
0.85
0.85
1.00
1.19
1.34
1.45
1.45
1.45
1.45
1.45
1.45
1.45
1.74
2.35
2.35
2.35
2.35
2.35
2.35
2.50
2.69
2.84
2.95
2.95
The mellow
layout of the song “Iris” by Goo Goo Dolls is marked by the LSA satcool
urated clusters
in the intro culminating in line 6 “And all i can breathe is your
angry
aggressive
life” and
a less strong activation in the second verse at line 15 “When everything
dark
feels melancholy
like the movies”, which are in both cases generated by simultaneous happy
sad
and sad elements
combined with romantic and soft aspects. This is contrasted
with the pattern concluding both the first and second verse, triggered by funny
and alternating angry and aggressive elements in the lines “Cause I don’t think
that they’d understand” and “When everything’s made to be broken”, similarly
sustained throughout the refrain “I just want you to know who I am” that brings
the song to an end. Two connected peaks are generated from simultaneous happy
and sad elements combined with romantic and soft aspects, culminating in the
sad
0
1.207
2.413
3.620
0
happy
funny
sexy
romantic
18
0
-0
0
-0
0
-0
0
0
0
-0
-0
0
1
-0
-0
0
0
0
-0
0
0
-0
0
1
-0
-0
0
-0
0
0
0
-0
-0
0
0
-0
0
0
-0
-0
-0
-0
-0
0
0
0
-0
0
0
-0
0
0
0
-0
-0
0
-0
-0
1
0
0
0
-0
0
0
0
-0
-0
-0
0
0
1
0
-0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
-0
0
-0
0
0
-0
-0
0
-0
-0
0
0
0
-0
-0
0
0
0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
0
0
-0
0
0
-0
0
0
0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
0
0
-0
0
0
0
-0
0
0
-0
-0
0
-0
-0
-0
0
0
-0
-0
0
-0
0
0
0
0
0
0
0
0
0
-0
0
0
0
0
0
-0
-0
0
0
-0
-0
0
0
0
-0
-0
0
0
-0
-0
0
0
0
-0
-0
0
0
0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
0
0
-0
0
0
-0
0
0
0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
0
-0
-0
0
0
0
-0
-0
0
0
0
-0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32
soft
M.K.
Petersen, L.K. Hansen, and A. Butkus
mellow
cool
angry
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
0
0
-0
0
0
-0
0
0
0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
0
-0
-0
0
0
0
-0
-0
0
0
0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
0
0
-0
0
0
-0
0
0
0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
0
-0
0
-0
-0
-0
-0
-0
0
-0
-0
-0
-0
0
0
0
0
0
0
0
beginning of the first verse followed by a slightly lower peak in the beginning
of the second verse. In between a balanced texture is activated by funny and
alternating angry and aggressive elements (Fig.7).
aggressive
dark
melancholy
sad
happy
0
1 -0
funny -0 -0 -0
sexy
mellow -0
cool
0
0
0 -0 -0 -0
0
> 0.25
0
funny
18
2.6
0.14
0
0 -0 -0
0 -0 -0 -0
0 -0 -0 -0
0 -0 -0 -0 -0 -0
0.25
0
sexy
5
0.7
0.13
0
0
0
0 -0
0 -0
0 -0 -0 -0 -0 -0
0.23
0
romantic
6
1.3
0.22
0
0 -0
0
0
0
0
0 -0 -0 -0
0
0
0 -0
0 -0 -0 -0
0 -0 -0 -0
0 -0 -0 -0 -0 -0 -0 -0
0.21
0
soft
7
1.2
0.17
0
0 -0 -0
0
0 -0
0 -0
0 -0
0 -0
0 -0
0 -0
0 -0
0 -0 -0 -0 -0 -0
0.19
0
mellow
2
0.2
0.12
0 -0 -0 -0
0 -0 -0 -0 -0 -0
0 -0 -0
0
0 -0
0 -0 -0
0
0
0 -0
0 -0
0 -0
dark -0 -0
melancholy -0 0
0
0 -0
1 -0
0
0 -0
0
0 -0
0
0 -0
0 -0
0
0 -0
0
0
0
0
0
0.17
0
2
0.5
0.25
6%
6.25
0 -0
0
0.15
0
angry
16
3.3
0.21
50%
50
0
0
0 -0
0 -0
0 -0
0 -0
0 -0
0 -0 -0 -0 -0 -0
0.13
0
aggressive
10
1.3
0.13
0 -0 -0
0 -0 -0 -0
0 -0
0 -0
0 -0
0 -0
0 -0
0
0
0
0
happy
1.4
0.23
0.58
3
0
0
0
0 -0
0 -0 -0
0
0 -0
0 -0
0 -0
0 -0
0 -0
0 -0
0 -0 -0 -0 -0 -0
0.11
0
dark
7
1.2
0.17
1
0
0 -0
0 -0
0 -0 -0
0
0 -0
0 -0
0 -0
0 -0
0 -0
0 -0
0 -0 -0 -0 -0 -0
0.09
0
melancholy
0
1
0 -0 -0 -0 -0 -0
0
0
0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0
< 0.09
0
sad
4
8
1.4
2.3
0.34
0.29
13%
25%
AVERAGE
8
1.5
0.20 24%
4
5
6
0.12
0.09
0.33
7
0
0.16
11
12
0.25
0.13
0.09
0.12
0.21
16
17
0.21
19 20 21 22 23 24
25 26 27 28 29
30 31 32
soft
mellow
0.25
0.13
0.13
0.25
0.13
0.13
0.26
0.18
0.09
0.17
0.13
cool
aggressive
0.25 0.13
melancholy
0.09
0.13
25
funny
romantic
18
0.09
12.5
angry
dark
0.09 0.09
sad
0.09
0.09
0.17
0.17
0.09
0.13
0.40
0.14
0.26
0.17
0.10
0.36
0.10
aggressive
0
0.35
dark
0.17
15
0.37
0.13
0.2
melancholy
14
0.22
0.24
angry
13
0.23
0.11
0.6
mellow
sad
10
0.16
0.19
romantic
cool
0.4
9
0.17
sexy
0.8
soft
8
0.09
funny
1.2
1.0
cool
31% 31.25
22% 21.88
happy
sexy
2
22% 21.88
6.25
6%
0
1.8
1
16% 15.63
19% 18.75
0
0
2.0
1.6
%
22% 21.88
56% 56.25
0 -0
0 -0 -0 -0 -0
0 -0
0
0 -0
0
avg
0.27
0
0
0 -0
sum
1.9
0 -0
0 -0
0
n
7
0 -0 -0 -0
0 -0
0
happy
0 -0
angry
sad
0 -0 -0
0
0
aggressive
0
0 -0
0 -0 -0 -0 -0 -0 -0 -0
0 -0 -0
0 -0 -0
0
0 -0 -0 -0
0
0
0
0 -0 -0 -0
0
0 -0
0
0 -0
0
0 -0 -0 -0
0 -0
0 -0
0
0
0 -0
0 -0
0
0
0 -0
0 -0
0 -0
0
0
0 -0 -0
0 -0
romantic -0
soft 0
0
0
0.18
0.09
0.21
0.23
0.62
0.20
0.58
0.15
0.57
0.17
0.18
0.13
0.12
0.11
0.36
0.09
0.11
0.17
0.18
0.36
0.09
0.11
0.17
0.18
0.36
0.09
0.11
0.17
0.17
0.17
0.18
0.11
0.31
0.27
0.18
0.27
0.16
Fig. 7. Iris (Goo Goo Dolls): LSA patterns of emotions triggered by the lyrics, separated into sections corresponding to the musical structure of the song (top). Accumulated LSA values
for each line of the lyrics (bottom).
happy
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32
0.23
0.81
0.81
0.93
1.02
1.35
1.35
1.35
1.35
1.35
1.35
1.35
1.52
1.52
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
1.88
funny
0.00
0.00
0.00
0.00
0.00
0.09
0.09
0.09
0.09
0.35
0.48
0.57
0.57
0.57
0.78
0.78
0.78
1.03
1.16
1.25
1.25
1.51
1.63
1.73
1.73
1.98
2.11
2.20
2.30
2.39
2.49
2.58
sexy
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.16
0.16
0.16
0.29
0.29
0.29
0.29
0.29
0.29
0.29
0.29
0.42
0.42
0.42
0.42
0.55
0.55
0.55
0.55
0.67
0.67
0.67
0.67
0.67
0.67
romantic
0.00
0.19
0.19
0.19
0.41
0.64
0.64
0.76
0.76
0.76
0.76
0.76
0.76
0.89
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
1.29
soft
0.16
0.28
0.48
0.48
0.75
0.93
0.93
1.02
1.02
1.02
1.02
1.02
1.02
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
1.20
sexy
0.00
0.11
0.11
0.11
0.11
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
0.25
romantic
0.24
0.24
0.24
0.24
0.24
0.24
0.24
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
soft
0.00
0.17
0.17
0.26
0.26
0.26
0.26
0.26
0.26
0.62
0.62
0.79
0.79
0.79
0.92
1.04
1.04
1.40
1.40
1.57
1.57
1.93
1.93
2.09
2.09
2.45
2.45
2.62
2.79
2.95
3.12
3.29
mellow
0.00
0.00
0.00
0.00
0.00
0.00
0.10
0.10
0.19
0.19
0.37
0.37
0.48
0.48
0.48
0.48
0.58
0.58
0.76
0.76
0.85
0.85
1.03
1.03
1.13
1.13
1.31
1.31
1.31
1.31
1.31
1.31
0.00
0.00
0.35
0.54
0.54
0.74
0.74
0.74
0.86
0.86
0.86
0.86
0.86
0.86
0.86
0.86
0.97
0.97
0.97
0.97
1.08
1.08
1.08
1.08
1.19
1.19
1.19
1.19
1.19
1.19
1.19
1.19
angry
0.00
0.23
0.23
0.23
0.85
1.05
1.05
1.05
1.05
1.05
1.05
1.05
1.05
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
aggressive
0.17
0.75
0.75
0.75
0.89
1.47
1.47
1.47
1.47
1.47
1.47
1.47
1.74
1.91
2.19
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
2.35
A simultaneous
activation of happy and sad elements in line 3, 6 and 14
mellow
cool
characterize
the
first
two sections of the Oasis song ‘Wonderwall” corresponding
angry
aggressive
to the lyrics
“I don’t believe that anybody feels the way I do about you now”.
dark
It is followed
in the second section by soft cool and dark components triggered
melancholy
sad
by line 16 “And
all the lights that light the way are blinding” contrasted with
elements of anger , here caused by line 9 and 17 “There are many things that
I would like to say to you but I don’t know how”, which are sustained through
the end of the sparsely activated last section (Fig.8)
The very beginning of Feist’s “Now at last” is marked by the cluster generated
by the lyrics “For I’ve lost the last last love” in line 3 eliciting a wide range of
emotions followed by a smaller peak emphasizing the soft aspects triggered by
line 7 “To the joys before me”, that make up the two following sections with the
added aspect of cool caused by line 15 and 25 “When the spring is cold“ (Fig.9)
Apart from the isolated spike in line 29 “Whatever makes you happy“ marking the beginning of the third section in Radiohead’s “Creep” in a centered distribution of emotional components, the song is throughout reflecting the pointed
cool soft dark textured peaks caused by the text “But I’m a creep“ in line 9, 21
and 33 of the lyrics. (Fig. 10)
The lyrics of Led Zeppelin’s “Stairway to heaven” trigger components uniformly distributed across a range of emotions resulting in a coherent texture
SUM
happy
funny
cool
dark
melancholy
sad
0
1.0953
2.1906
3.28
happy
funny
sexy
romantic
soft
mellow
cool
angry
aggressive
dark
melancholy
sad
-0
0
-0
0
-0
0
0
0
0
-0
-0
0
1
0
-0
0
0
-0
-0
0
0
0
-0
0
0
0
0
-0
0
0
-0
0
0
0
-0
0
0
0
0
-0
-0
-0
0
-0
0
0
0
-0
-0
0
0
0
-0
-0
0
-0
-0
0
-0
0
0
0
0
-0
0
0
-0
0
0
0
-0
-0
-0
-0
0
-0
-0
-0
0
0
0
-0
-0
0
-0
0
-0
0
-0
-0
0
-0
-0
-0
0
-0
-0
-0
-0
0
0
-0
0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
3
4
5
6
7
8
9
10
-0
0
-0
0
-0
0
0
0
0
-0
-0
0
0
0
0
0
0
-0
0
0
-0
-0
0
0
-0
0
0
0
0
-0
0
0
-0
0
0
0
-0
-0
-0
-0
-0
-0
-0
-0
0
0
13
14
15
-0
-0
0
-0
0
0
0
-0
-0
1
-0
-0
-0
0
-0
-0
-0
-0
0
0
-0
0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
16
17
18
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
2
happy -0
funny
0
0
0
0
0
0
0
0 -0 -0
0
0
0 -0 -0 -0
0 -0 -0 -0
11
12
0
0 -0
0
0 -0 -0 -0
0
happy
n
7
sum
2.2
avg
0.31
0
0
0
0
0
0
0
0
0
0
> 0.25
0
funny
4
1.3
0.31
0 -0
0
0
0 -0
0
0 -0 -0 -0
0
0
0
0 -0
0
0
0
19
0 -0 -0 -0
19 20 21 22 23 24 25 26
0
0 -0
0 -0
0 -0
0
0 -0
0
0
0
0
0
0
0
0.25
0
sexy
0
0.0
0.00
0
0
0 -0
0 -0 -0 -0 -0
0
0
0
0 -0 -0 -0 -0
0
0 -0
0
0 -0 -0 -0
0.23
0
romantic
3
0.6
0.20
0
0
0
0
0 -0
0 -0
0
0 -0
0 -0 -0
0
0 -0
0
0 -0 -0 -0
0.21
0
soft
2
0.7
0.34
0
0
0
0
0
0
0 -0
0 -0 -0
0
0 -0
0
0 -0 -0 -0
0.19
0
mellow
6
0.8
0.13
0
0 -0
0
0 -0
0
0 -0 -0 -0
0.17
0
cool
2
0.4
0.21
29% 28.57
10% 9.524
cool
0 -0 -0 -0
0 -0 -0 -0
0 -0 -0
0
0
0
0 -0
0
0 -0 -0 -0
angry
0
0
0 -0 -0
0 -0 -0
0
0
0
0
0
0 -0 -0
0
0
0
0
0
0
0
0
0
0
0.15
0
angry
13
2.4
0.19
62%
aggressive
0
0
0 -0 -0
0 -0 -0 -0
0
0
0
0
0 -0 -0 -0
0
0
0
0
0
0
0
0
0
0.13
0
aggressive
2
0.3
0.15
dark -0 -0 -0 0 0 -0
melancholy -0 -0 0 -0 -0 0
sad
0
0
0
0 -0
0
0 -0 -0 -0
0
0 -0
0
0 -0
0
0 -0 -0 -0
0.11
0
dark
4
1.6
0.39
0 -0 -0 -0
0 -0 -0
0
0 -0 -0 -0
0
0 -0
0
0 -0 -0 -0
0.09
0
melancholy
0 -0 -0 -0
0
0
0 -0 -0 -0
0
0 -0
0
0 -0 -0 -0
< 0.09
0
sad
3
6
0.5
1.8
0.18
0.31
14% 14.29
30
30%
AVERAGE
4
1.0
0.23 21%
0
0 -0
0
0
1
1.6
1.4
2
3
4
happy
1
0.24
0.48
0.14
1.0
funny
0.16
1.2
5
6
7
0.48
0.11
8
9
10
11
12
0.46
13
14
0.24
0.48
15
16
0.16
17
18
19 20 21 22
0.46
sexy
0.8
romantic
0.20
0.20
0.10
0.10
0.20
0.26
soft
0.6
0.21
mellow
0.4
0.20
-0 1
0.15
0
0
-0 0
0.19
-0 0
0 0
0 0
1
2
0 -0
0.00 0.24
-0 0
0.00 0.16
-0 -0
0.00 0.00
-0 0
0.00 0.00
-0 1
aggressive
funny0 -0 0
dark
0 0
sexy
melancholy
0
romantic
sad
-0
0.21
0.10
0.15
cool
angry
0.2
happy -0
0.42
0.09
0.14
0
-0
-0
0.18
0
0.44
0
-0
-0
3
-0
0.72
0
0.16
-0
0.00
-0
0.20
0
-0
-0
0
0
0.15
-0
-0
0
4
-0
0.85
-0
0.16
-0
0.00
0
0.20
-0
0
-0
-0
0
0
0
0
5
-0
0.85
0
0.16
-0
0.00
0
0.20
0
0.21
0.14
1
-0
0
0.18
0
0.44
0
0
0
6
-0
1.33
0
0.16
-0
0.00
0
0.40
1
0
-0
-0
-0
-0
-0
-0
7
-0
1.44
-0
0.16
-0
0.00
-0
0.40
0
0.20
-0
-0
-0
0
0
0
NaN
-0
0
0
NaN
-0
0
0
0
NaN
-0
0
-0
-0
NaN
-0
0
-0
-0
NaN
-0
0
-0
-0
NaN
-0
0
-0
-0
NaN
-0
-0
-0
-0
NaN
0
0
0
0
NaN
-0
-0
0
-0
sad
melancholy
23
24 25 26
dark
aggressive
angry
cool
mellow
soft
romantic
sexy
funny
happy
SUM
0.29
0
-0
-0
-0
0.17
0
0.00
-0
0.40
-0
0
0
0
0
0
-0
0
10
-0
1.44
-0
0.63
1
0.00
-0
0.40
-0
0
-0
-0
0
0
0
0
11
-0
1.44
-0
0.63
0
0.00
0
0.40
0
0.20
0.15
0.19
0.14
0.29
0.17
0
-0
-0
0.18
-0
0.44
0
-0
0
14
-0
2.15
-0
0.79
0
0.00
0
0.60
0
0
0
0
0
0
-0
-0
15
0
2.15
-0
0.79
-0
0.00
0
0.60
0
0
0
0.72
0
-0
0
0
0
16
0
2.15
0
0.79
0
0.00
-0
0.60
0
-0
-0
0
0
-0
-0
0
17
-0
2.15
-0
1.25
0
0.00
0
0.60
-0
0
0
0
-0
0
0
0
18
-0
2.15
-0
1.25
0
0.00
-0
0.60
0
0
-0
-0
-0
0.17
0 0
0 -0
0 -0
0 0
0 0
-0 0
0 0
20 21
-0 -0
2.15 2.15
-0 -0
1.25 1.25
1 0
0.00 0.00
-0 0
0.60 0.60
-0 0
0.17
0.17
0.17
0 0 0 -0
-0 0 0 -0
-0 0 0 0
-0 0 -0 0
0 0 0 -0
-0 -0 0 -0
0 -0 0 0
23 24 25 26
-0 0 0 -0
2.15 2.15 2.15 2.15
-0 -0 0 -0
1.25 1.25 1.25 1.25
0 -0 0 0
0.00 0.00 0.00 0.00
0 0 -0 0
0.60 0.60 0.60 0.60
0 0 0 -0
happy
NaN
0
0
0
-
funny
NaN
-0
0
-0
-
sexy
NaN
-0
0
0
romantic
NaN
-0
0
soft
NaN
-0
0
0
NaN
-0
0
-0
-
NaN
-0
0
-0
-
NaN
-0
0
-0
-
NaN
-0
0
-0
-
dark
NaN
-0
-0
-0
-
melancholy
NaN
0
0
0
NaN
-0
-0
0
soft
mellow
Fig. 8. Wonderwall
(Oasis):LSA patterns
of emotions
triggered by the lyrics, sepa0
0
mellow -0
cool
0
0
cool
rated into sections corresponding
to0 the musical structure
of the song (top). Accumuangry
-0
-0
angry -0
aggressive
happy
lated LSA values
for-0each line of the-0 lyrics (bottom).-0
aggressive
funny
0
dark
sexy
0
melancholy
romantic
sad -0
9
1.44
0.63
12
13
1.44
1.68
0.63
0.79
0.00
0.00
0.40
0.40
19
2.15
1.25
0
0.00
-0
0.60
-0
22
2.15
1.25
0.00
0.60
soft
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.26
0.68
0.68
0.68
0.68
0.68
0.68
0.68
0.68
0.68
0.68
0.68
mellow
0.00
0.21
0.30
0.30
0.30
0.40
0.50
0.50
0.50
0.50
0.50
0.50
0.70
0.80
0.80
0.80
0.80
0.80
0.80
0.80
0.80
0.80
0.80
0.80
0.80
0.80
cool
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.15
0.15
0.15
0.15
0.15
0.15
0.15
0.15
0.41
0.41
0.41
0.41
0.41
0.41
0.41
0.41
0.41
0.41
0.41
angry
0.00
0.20
0.35
0.35
0.35
0.49
0.49
0.49
0.78
0.95
0.95
0.95
1.16
1.30
1.30
1.30
1.59
1.76
1.76
1.76
1.93
1.93
1.93
2.11
2.28
2.45
0.15
4
0.15
5
0.15
6
0.15
7
0.15
8
0.15
9
0.15
10
0.15
11
0.15
12
0.15
13
0.30
14
0.30
15
0.30
16
0.30
17
0.30
18
0.30
0.30
19 20
2 0.15
3
aggressive1 0.00
-0 0.00
-0 0.001
dark
happy
0
0.84
0.00 0.00 0.18 0.18 0.18 0.35 0.35
melancholy
funny -0 0 0 -0 -0 -0 -0 -0
-0 0.770 0.77
-0 1.210 1.21
-0
sad0 0.000 0.190 0.63
sexy
0 -0
0.35
0.00
0.00
0
0.21
1
0.21
0.41
0
0
0.84
0 0.35
-0
0.35
0 1.21
-0
1.21
0.84
1.21
0
0.84
0
0 0.35
-0
0.35
0 1.21
-0
1.21
0.84
0
0.84
0
0.84
0
1.56
0
0.35
0
0 0.53
-0
0.53
0
0.53
0
1.40
0 1.84
-0
1.84
0
1.84
0.84
1.56
0 -0
1.56
0 0.53
-0
0.53
0
1.84
0 -0
0
0
0
0
0 -0 -0 -0
0
0
0
0 -0
0 -0
soft -0 -0
mellow -0 0
0
romantic
1.56
0
1.56
0
1.56
0
1.56
0
1.56
0 0.53
-0
0.53
0 0.53
-0
0.53
0
0.53
0
0
1.56
0 0.53
-0
0.53
0
0.53
0 1.84
-0
1.84
0 -0 -0
0 1.84
-0
0
0
1.84
0
0
1.84
0 1.84
-0
0 -0
1.84
0
1.84
0
0 -0
0 -0
> 0.25
0
0
0.25
0
0
0.23
0
n
10
sum
3.1
avg
0.31
funny
6
1.1
0.18
sexy
2
0.3
0.14
romantic
4
0.7
0.18
15
0
0 -0
0
0
0
0
0
0
0
0 -0
0
0
0
0
0
0
0
0 -0
0.21
0
soft
0
0 -0
0
0 -0
0
0
0 -0 -0
0 -0
0
0 -0
0
0
0 -0 -0
0 -0
0.19
0
mellow
0
0 -0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
0
cool
0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0
0
0 -0
0
0 -0 -0 -0 -0 -0
0
0 -0
0
0 -0
0.15
0
angry
aggressive -0 -0 0 0 -0 0 0 -0 -0 -0 -0 -0
dark 0 -0 -0 -0 -0 -0 -0 -0 0 0 1 0
0
0 -0 -0
0 -0 -0 -0 -0 -0
0
0 -0 -0
0 -0
0.13
0
0
angry -0
melancholy
0 -0
sad -0 -0
0
0 -0
0
0
0 -0
0
0
0 -0 -0 -0 -0
0
0
0
0
0 -0
0 -0
0
1
0
0
0
0
0
0 -0
1
0
0
0 -0 -0
0
1
2
0.32
funny
2.0
3
4
0.76
0.17
sexy
0.19
1.6
romantic
0.38
soft
0.38
mellow
0.20
1.2
0.15
0.10
5
6
7
0.41
0.78
8
9
10
11
12
13
14
0.11
0.12
15
0.19
0.4
25%
0.22
50%
3
0.6
0.21
13%
50
12.5
4.167
1
0.1
0.13
0 -0
0
0
0.11
0
dark
10
3.2
0.32
0
0
0 -0
0
0.09
0
melancholy
0
0
0
0
0
0 -0
< 0.09
0
9
10
2.1
2.9
0.24
0.29
7
1.8
0.22 31%
0 -0 -0
aggressive
18
19
0.20
happy
sexy
20 soft
21 22 23 24
cool
0.11
aggressive
0.16
melancholy
sad
funny
romantic
25 mellow
26 27 28
angry
0.19
0.20
dark
sad 0.16
-
3
25
0
4%
42% 41.67
37.5
38%
42% 41.67
SUM
happy
funny
0.11
0.14
0.22
0.38
0.19
0.21
0.09
sexy
0.15
0.27
0.45
0.37
0.21
0.16
0.39
0.20
0.19
0.13
0.09
0.26
0.15
0.27
0.45
0.37
0.16
0.20
romantic
0.13
0.21
0.39
0.10
0.26
soft
0.15
0.10
mellow
cool
0.13
aggressive
0.14
2.6
0
0.09
0.10
0.8
0
0 -0
17
0.29
6
12
0
0.16
0.43
angry
16
0.19
0.16
4.3
8% 8.333
17% 16.67
68% 68.18
0
0
0
%
42% 41.67
25
25%
1
0
AVERAGE
2.4
happy
0.8
cool
0 -0
2
0 -0 -0 -0
0
3.2
2.8
0
1
happy
0 -0
0
0
0
0 -0
0 -0
0
0
0
1.56
0
0
0.30
0.30 23
0.30 24
0.30 25
0.30 26
0.30 27
0.30 28
21 22
1.56
1.84
0
sad
0 -0 -0
cool
0
0.26
0
0
0
-0
0
0
0
8
-0
1.44
-0
0.16
0
0.00
-0
0.40
0
0.44
0
0
-0
61.9
10% 9.524
19% 19.05
0
0
-0
NaN
0
0%
14% 14.29
11% 10.53
0
0
soft -0
mellow 0
0 -0 -0
0
NaN
%
33% 33.33
19% 19.05
sexy -0
romantic
NaN
angry
0.27
0
dark
melancholy
0.28
0.17
0.32
sad
0.60
0.43
0.55
0.27
0.52
0.10
0.20
0.33
0.32
0.15
0.16
0.33
0.27
0.27
0.52
0.20
0.10
0.20
0.33
0.32
0.15
0.16
0.33
aggressive
0.20
dark
0.10
melancholy
Fig. 9. Now at last (Feist): LSA patterns of emotions triggered by the lyrics, separated into sections corresponding to the musical structure of the song (top). Accumuhappy
lated LSA values
for each line of the lyrics (bottom).
funny
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28
0.00
0.00
0.76
0.94
0.94
1.34
2.12
2.12
2.12
2.24
2.24
2.24
2.24
2.24
2.43
2.43
2.63
2.63
2.63
2.75
2.75
2.75
2.75
2.75
2.94
2.94
3.14
3.14
0.00
0.32
0.44
0.44
0.44
0.44
0.44
0.44
0.44
0.44
0.60
0.60
0.60
0.60
0.60
0.60
0.76
0.76
0.76
0.76
0.92
0.92
0.92
0.92
0.92
0.92
1.07
1.07
sexy
0.00
0.00
0.19
0.19
0.19
0.19
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
0.28
romantic
0.00
0.00
0.38
0.38
0.48
0.59
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
0.73
soft
0.00
0.00
0.38
0.38
0.38
0.60
0.99
0.99
1.17
1.17
1.44
1.90
1.90
1.90
2.27
2.43
2.63
2.63
2.82
2.82
3.09
3.55
3.55
3.55
3.91
4.08
4.28
4.28
mellow
0.00
0.00
0.20
0.20
0.20
0.20
0.40
0.40
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.50
0.63
0.63
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.72
0.85
0.85
cool
0.15
0.25
0.44
0.44
0.60
0.60
0.60
0.60
0.80
0.80
0.80
0.80
0.80
0.80
1.19
1.19
1.46
1.61
1.81
1.81
1.81
1.81
1.81
1.81
2.20
2.20
2.47
2.62
angry
0.00
0.43
0.43
0.43
0.43
0.43
0.43
0.43
0.43
0.43
0.43
0.43
0.43
0.43
0.43
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.53
0.63
0.63
0.63
aggressive
0.00
0.00
0.00
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.13
dark
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.27
0.54
1.06
1.26
1.26
1.26
1.59
1.59
1.59
1.59
1.86
2.13
2.64
2.85
2.85
2.85
3.18
3.18
3.18
3.18
melancholy
0.00
0.00
0.28
0.28
0.28
0.46
0.78
0.78
0.78
0.78
0.78
1.10
1.10
1.10
1.25
1.45
1.45
1.45
1.45
1.45
1.45
1.77
1.77
1.77
1.92
2.12
2.12
2.12
sad
0.00
0.00
0.60
0.60
0.60
1.03
1.58
1.68
1.68
1.68
1.68
1.84
1.84
1.84
2.18
2.18
2.28
2.28
2.28
2.28
2.28
2.44
2.44
2.44
2.77
2.77
2.87
2.87
sad
0
1.428
2.855
4.2
-0
0
0
0
0
-0
0
-0
-0
-0
0
0
happy
funny
sexy
romantic
soft
mellow
cool
angry
aggressive
dark
melancholy
sad
20
-0
0
0
0
0
-0
0
-0
0
0
-0
-0
-0
0
0
-0
-0
-0
-0
0
0
-0
-0
-0
0
0
0
0
0
0
0
-0
0
0
0
-0
0
0
0
0
0
0
0
-0
0
0
0
0
0
0
0
-0
0
-0
0
0
-0
-0
-0
0
0
0
0
-0
0
-0
0
0
-0
-0
-0
0
-0
0
-0
-0
0
0
0
-0
-0 -0 0
0 0 0
0 -0
0 -0 0
0 -0 -0
0 -0 -0
0 -0 -0
0 0 -0
0 0 0
1 -0 0 -0
-0 0 -0 0
0 -0 -0 -0
0
0
-0
-0
0
-0
-0
0
-0
-0
0
0
0
0
0
-0
0
-0
-0
-0
0
-0
0
0
-0
-0
0
0
-0
-0
0
-0
-0
-0
-0
-0
0
0
0
0
0
0
0
-0
-0
-0
0
0
-0
0
-0
0
0
0
-0
0
-0
-0
-0
-0
0
0
0
-0
0
-0
0
0
-0
-0
-0
0
0
0
0
-0
0
-0
0
0
-0
-0
-0
0
-0
0
-0
-0
0
0
0
-0
-0 -0 0
0 0 0
0 -0
0 -0 0
0 -0 -0
0 -0 -0
0 -0 -0
0 0 -0
0 0 0
1 -0 0 -0
-0 0 -0 0
0 -0 -0 -0
-0
-0
-0
-0
-0
0
-0
-0
-0
0
-0
-0
0
0
0
-0
-0
0
-0
0
-0
-0
-0
-0
0
0
0
-0
-0
0
-0
0
-0
-0
-0
-0
1
0
0
0
0
0
0
0
0
-0
0
0
0
0
0
-0
0
-0
0
0
-0
-0
-0
0
0
0
0
-0
0
-0
0
0
-0
-0
-0
0
-0
0
-0
-0
0
0
0
-0
-0 -0 0
0 0 0
0 -0
0 -0 0
0 -0 -0
0 -0 -0
0 -0 -0
0 0 -0
0 0 0
1 -0 0 -0
-0 0 -0 0
0 -0 -0 -0
0
0.04
0.07
-0.11
0.16
-0.14
-0.05
-0.08
-0.09
0.03
-0.10
0.20
-0.00
0
0
0
0
0
0
0
0
0
0
0
happy
0 -0 -0 -0
0
0
0
0 -0 -0 -0
0
0
0 -0
0 -0
0
0
0 -0 -0 -0
0 -0
0
0
0
1
0
0
0 -0 -0 -0
0
0
0
happy
n
7
sum
1.7
avg
0.25
funny
0
0
0
0
0
0
0
0
0
0
0
0
0
0 -0
0
0
0
0
0
0
0
0
0 -0
0
0
0
0
0
0
0
0
0
0
0
0
> 0.25
0
funny
17
3.6
0.21
%
21% 21.21
52% 51.52
0
0 -0
0
0 -0 -0
0
0
0
0 -0
0
0 -0 -0
0
0
0 -0
0
0 -0 -0
0 -0 -0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
0
0
0
0
0
0
0 -0
0
0
0
0
0
0.25
0
sexy
3
0.4
0.13
10%
0
0
0 -0
0
0 -0 -0 -0
0 -0
0
0
0
0 -0 -0 -0
0 -0
0 -0 -0 -0
0
0
0 -0 -0 -0
0 -0
0
0.23
0
romantic
8
1.3
0.16
soft
0
0
0 -0
0
0
0
0
0 -0 -0
0 -0
0
0
0
0
0
0 -0 -0 -0 -0 -0
0
0
0
0
0
0 -0 -0 -0
0.21
0
soft
9
3.0
0.34
24% 24.24
27% 27.27
0 -0 -0 -0
0
0 -0 -0
0
0 -0 -0 -0 -0 -0
0
0
0 -0 -0
0
0 -0 -0
0
0
0
0 -0 -0
0
0 -0 -0 -0
0.19
0
mellow
0
0
0
0
0
0
0 -0 -0 -0 -0
0 -0
0
0
0
0
0 -0 -0 -0 -0 -0
0
0
0
0
0
0
0 -0 -0 -0
0.17
0
cool
0 -0 -0
0 -0 -0
0
0 -0
0
0
0 -0
0
0 -0 -0
0
0
0
0
0
0 -0
0
0 -0 -0
0.15
0
aggressive
0 -0
0
0
0
0 -0 -0
0
0
0
0 -0 -0 -0
0
0
0 -0 -0
0
0
0
0.13
0
dark
0 -0
1 -0
1 -0
mellow
cool
angry
0
0 -0
0
0 -0
0
0 -0 -0
melancholy
0
0 -0 -0
0
0 -0 -0 -0
sad
0
0 -0 -0 -0
2.4
2.1
1
1.8
happy
funny
1.5
happy
sexy
soft
2
3
4
5
cool
aggressive
melancholy
0.19 0.16 0.29
0
6
0.25
0
0
0
0 -0
0
0
0
1.2
romantic
0.15
soft
0.9
0.50
0 -0 -0
0
0 -0 -0 -0 -0 -0 -0
0 -0 -0
1 -0
0.6
0.12
0.27
angry
0.3
0.36
aggressive
0.11
0
0.14
dark
0 -0 -0 -0
0
0
0
10
11
0.29
0.12
12
13
14
15
0.17
16
17
18
0 -0
0 -0 -0
0.11
0.28
0.12
0.44
0.23
0.78
0.23
0.09
0.11
0.21
0.29
0.12
0.17
0.16
0 -0 -0
0.17
2.7
0.15
angry
9
1.7
0.19
aggressive
2
0.2
0.12
0.22
0.73
0.29
0.28
sad
0.22
0.10
0.11
0.09
0.21
0.09
0.13
0.39
0.23
0
dark
9
3.5
0.39
0.09
0
melancholy
0
sad
8
7
1.6
1.2
0.20
0.17
AVERAGE
9
1.8
0.21 26%
0.23
0.29
0.20
0.44
0.16
0.19
0.12
0.16
0.25
0.73
0.11
27% 27.27
24% 24.24
0.11
< 0.09
0
21% 21.21
SUM
0.12
0.16
0.44
0.17
0.15
0.20
27% 27.27
7% 6.667
0
0 -0
0.13
0.12
0.11
0.09
0.21
0.16
0.25
0.10
funny
sexy
0.13
0.11
soft
0.16
0.22
0.73
0.20
0.17
mellow
cool
0.25
0.10
0.11
0.20
0.34
happy
romantic
0.12
melancholy
18% 18.18
55% 54.55
0.11
0.12
0.19
0.27
0
1.0
0 -0 -0 -0 -0
0.16
0.17
0.13
0
0
6
18
0.10
0.19
0.10
0
0
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
0.21
0.16
0.28
0.18
cool
0
0
0 -0 -0 -0
0 -0
0.16
0.44
mellow
0 -0 -0
0
0 -0
0 -0
0 -0
0
0 -0
0 -0
0
0
0
0 -0 -0 -0
0
0
0
0
0 -0 -0 -0 -0 -0 -0
0
0 -0 -0 -0
funny
romantic
mellow
7
8
9
angry
0.11
dark
sad0.23
0.23
0 -0
0 -0
0
0
0 -0 -0 -0
0.23
0.12
0
0 -0 -0 -0
0.14
sexy
0.20
0.11
Fig. 10. Creep (Radiohead): LSA patterns of emotions triggered by the lyrics, separated into sections corresponding to the musical structure of the song (top). Accumuhappyvalues for each line of the lyrics (bottom).
lated LSA
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
0.00
0.00
0.00
0.00
0.00
0.25
0.36
0.36
0.36
0.36
0.36
0.36
0.53
0.53
0.53
0.74
0.74
0.74
0.74
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
0.85
1.63
1.63
1.63
1.74
1.74
1.74
1.74
1.74
1.74
funny
0.00
0.00
0.19
0.35
0.64
0.64
0.88
1.10
1.10
1.39
1.51
1.51
1.51
1.51
1.51
1.51
1.79
1.79
2.01
2.24
2.24
2.53
2.65
2.65
2.65
2.65
2.65
2.65
2.77
2.77
2.99
3.22
3.22
3.52
3.63
3.63
3.63
sexy
0.00
0.00
0.00
0.14
0.14
0.14
0.14
0.14
0.14
0.14
0.14
0.14
0.14
0.14
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.30
0.40
0.40
0.40
0.40
0.40
0.40
0.40
0.40
0.40
romantic
0.00
0.15
0.15
0.15
0.15
0.38
0.38
0.38
0.38
0.38
0.38
0.55
0.55
0.55
0.67
0.83
0.83
0.83
0.83
0.83
0.83
0.83
0.83
0.99
0.99
0.99
0.99
0.99
0.99
0.99
0.99
0.99
0.99
0.99
0.99
1.16
1.32
soft
0.00
0.50
0.62
0.62
1.06
1.34
1.34
1.34
1.77
1.77
1.77
1.77
1.77
1.77
1.77
1.95
1.95
1.95
1.95
1.95
2.38
2.38
2.38
2.38
2.38
2.38
2.38
2.38
2.59
2.59
2.59
2.59
3.02
3.02
3.02
3.02
3.02
mellow
even though
only a few lines are repeated, as in the text “makes me wonder”
cool
in linesangry
10-11, 16-17 and 26. A number of sad peaks establish the melancholy
aggressive
atmosphere
at the end of the first section line 9 “Sometimes all of our thoughts
dark
aremelancholy
misgiven” as well as the beginnings of the second section in line12 “There’s
sad
a feeling I get when i look to the west” as well as the section in line 24 “Yes
there are two paths you can go by but in the long run”. (Fig. 11)
The generally light atmosphere of “Such great heights” by The Postal Service, is generated from the very beginning of the song culminating in line 4 “And
when we kiss they are perfectly aligned“, that leads into the second and third
sections marked by the repeated patterns of romantic happy and funny components triggered by the text “But everything looks perfect from far away“ in line
19, 31, 35 and 39 of the song.(Fig.12)
5
10
sexy
romantic
0.00
0.00
0.00
0.00
0.18
0.18
0.18
0.18
0.37
0.37
0.37
0.37
0.37
0.37
0.37
0.37
0.37
0.37
0.37
0.37
0.56
0.56
0.56
0.56
0.56
0.56
0.65
0.65
0.81
0.81
0.81
0.81
1.01
1.01
1.01
1.01
1.01
0.00
0.00
0.12
0.12
0.38
0.48
0.57
0.69
0.90
1.03
1.03
1.03
1.03
1.03
1.30
1.47
1.47
1.47
1.58
1.67
1.89
2.02
2.02
2.02
2.02
2.02
2.02
2.02
2.14
2.14
2.25
2.35
2.56
2.69
2.69
2.69
2.69
0.00
0.00
0.00
0.36
0.36
0.36
0.36
0.36
0.36
0.36
0.52
0.52
0.67
0.67
0.67
0.67
1.06
1.06
1.06
1.06
1.06
1.06
1.22
1.22
1.22
1.34
1.46
1.46
1.57
1.57
1.57
1.57
1.57
1.57
1.73
1.73
1.73
0.00
0.00
0.00
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.11
0.23
0.23
0.23
0.23
0.23
0.23
0.23
0.23
0.23
0.00
0.00
0.14
0.14
0.36
0.36
0.36
0.36
1.09
1.09
1.34
1.34
1.34
1.34
1.34
1.34
1.34
1.34
1.34
1.34
2.07
2.07
2.32
2.32
2.54
2.54
2.54
2.54
2.54
2.54
2.54
2.54
3.27
3.27
3.52
3.52
3.52
0.00
0.29
0.29
0.29
0.29
0.57
0.57
0.57
0.57
0.57
0.57
0.77
0.77
0.77
0.77
0.87
0.87
0.87
0.87
0.87
0.87
0.87
0.87
1.07
1.07
1.07
1.07
1.07
1.17
1.17
1.17
1.17
1.17
1.17
1.17
1.37
1.57
0.00
0.22
0.22
0.22
0.22
0.33
0.33
0.33
0.44
0.44
0.44
0.44
0.61
0.61
0.61
0.61
0.61
0.61
0.61
0.61
0.71
0.71
0.71
0.71
0.71
0.71
0.71
0.71
1.06
1.06
1.06
1.06
1.16
1.16
1.16
1.16
1.16
Conclusion
While we have here only analyzed twenty-four songs our first results indicate
that it is possible to describe the emotional context of songs by applying LSA
latent semantic analysis to extract latent semantics from the lyrics using a selection of last.fm affective tags. Summing up the retrieved emotional values in
the LSA analyses along each row, the matrices can be divided into roughly three
groups characterized by a balanced, centered or uniform distribution of emotional components.
Assessing to what degree the summed up LSA correlation values of lyrics
and affective terms approximate the user-defined last.fm tags within a choice of
angry
aggressive
dark
melancholy
sad
0
1.211
2.421
3.632
happy
funny
sexy
romantic
soft
mellow
cool
angry
aggressive
dark
melancholy
sad
0
0
0
0
0
0
0
-0
0
-0
0
-0
0
0
-0
-0
-0
-0
0
0
0
0
0
-0
0
-0
0
0
0
-0 -0
-0 -0
0 0
1
2
-0
0
0
-0
0
0
-0
-0
-0
-0 -0
-0 0
0 0
0
-0 -0
-0 -0
-0 0
3
4
-0
0
-0
-0
0
-0
-0
-0
0
0
-0
-0
-0
0
0
-0
0
-0
-0
0
0
-0
-0
-0
6
7
5
0
-0
-0
-0
0
0
0
-0
-0
0
0
0
0
-0
-0
0
0
0
-0
0
-0
0
0
0
0
0
0
-0
-0
0
0
0
0
-0
-0
-0
0
0
0
-0
-0
0
0
0
0
-0
-0
-0
1
-0
-0
0
0
0
-0
0
0
-0
0
1
-0
-0
0
-0
0
-0
-0
0
0
0
-0
-0
0
-0
0
0
0
0
-0
0
-0
0
0
0
-0
0
0
-0
0
-0
-0
0
-0
0
0
-0
0
0
0
-0
-0
0
0
0
0
-0
-0
-0
0
0
0
-0
-0
0
0
0
0
-0
-0
-0
-0
0
0
-0
0
0
0
0
0
0
-0
-0
-0
-0
0
-0
-0
-0
-0
-0
-0
-0
-0
-0
-0
0
-0
0
-0
0
0
0
-0
-0
0
-0
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
0 -0
0
0
0 -0
0 -0 -0
0
0
0
0
0 -0 -0 -0
funny
0
0
0
0
0
0
0 -0 -0
0
0 -0 -0 -0
0
0
0
0 -0
0 -0
0
0 -0 -0
0 -0 -0
0
0 -0
0
0
0
0
sexy
0
1 -0
0
0
angry -0
0
0
0
0 -0
0 -0
0
0
0
0
0
0
0
0
0 -0
0 -0
0
0
0
0
0
0 -0 -0
0
0
0
0 -0 -0
0
0
0 -0 -0 -0 -0 -0
0 -0 -0
0.8
soft
0.23
0.6
mellow
0.28
cool
0.4
0
0
0.20
0
0
0 -0 -0
0 -0 -0
0 -0
0
0 -0 -0 -0 -0
0 -0 -0
1 -0
0 -0 -0 -0 -0 -0 -0
0
0
0
0
0 -0 -0
0
0
0 -0 -0
0 -0 -0 -0
0
0 -0
0
0
0
0 -0
0
0 -0
0.21
0
soft
0
0 -0
0.19
0
mellow
0 -0
0
0
0.17
0
cool
12
2.2
0.19
0
0
0
0
0.15
0
angry
19
3.3
0.17
0
0 -0
0
0.13
0
aggressive
10
1.4
0.14
0 -0 -0
0.11
0
dark
16
3.4
0.22
31% 31.25
44% 44.44
0.09
0
melancholy
< 0.09
0
sad
9
7
2.3
2.0
0.25
0.29
25
25%
19% 19.44
11
2.2
0.20 31%
0 -0
0
0 -0
0
0 -0
0
0
0
0
0
0
0
0 -0
0
0
0 -0 -0
0
0
0
0
0
0
0 -0 -0 -0
0
0 -0
0
0 -0 -0 -0 -0 -0 -0
0
0 -0 -0 -0 -0
0 -0
0
0 -0 -0
0 -0 -0
0
0
0 -0
0
0
0 -0 -0 -0 -0
0 -0 -0 -0 -0 -0
0
AVERAGE
sad
melancholy
dark
3
4
5
6
aggressive
0.15
angry
cool 0.20
0.18
mellow
soft
romantic
sexy
funny
happy
8
9
0.12
0.33
10
11
12
13
14
15
16
17
18
0.24
0.24
0.13
0.13
0.11
0.10
0.24
0.24
0.24
0.13
0.13
0.10
0.37
0.16
0.15
0.34
0.15
0.16
0.13
0.13
0.10
0.16
0.16
0.12
0.34
0.15
0.10
0.22
0.13
0.20
0.12
0.27
0.11
0.11
0.10
0.11
0.14
0.23
0.21
0.18
0.16
0.16
0.16
0.09
0.23
0.33
0.21
0.22
0.09
0.16
0.28
0.14
0.16
0.36
00.22 00.32 0 0 0 -0 0 -0 -0 -00.22 -0
00.12 00.16 -0 0 -0 0 0 0 -0 -00.12 0
0 -00.16 -0 0 00.33 0 0.12 00.16 -00.15 -0 0
0 -0 -0 -0 -00.26 00.23 0 -00.21 -0 -0 0
0.14
0.45 0.16
0 -0 0 -0 0 0 -0 0 0 -0 0
0 0 0 0 0 1 0 0 -0 -0 0
0 -0 -0 0 0 -0 -0 0 0 -0 0
16 17 18 19 20 21 22 23 24 25 26 27
-0 0 -0 0 0 0 0 0 -0 -0 -0
1.19 1.19 1.19 1.19 1.19 1.30 1.30 1.30 1.67 1.83 1.83 1.83
0 -0 -0 0 0 0 0 0 -0 0 0
1.28 1.51 1.76 1.76 1.76 1.76 1.76 1.91 1.91 1.91 2.14 2.14
-0 0 0 0 0 0 -0 0 0 0 0
0.72 0.85 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 1.07 1.07
0 -0 0 -0 0 0 -0 -0 0 -0 0
0.44 0.44 0.44 0.44 0.44 0.44 0.44 0.44 0.44 0.44 0.44 0.44
-0 0 0 -0 0 -0 0 -0 -0 -0 -0
00.11 00.20 -0
0 0 0
0.27 0.45
00.26 -0
0
0 -0 0
0.21
0 -0 0
0 0 0
0 -0 0
28 29 30 31
-0 0 -0
1.83 1.83 1.83 1.83
0 -0 0
2.14 2.27 2.44 2.44
-0 0 0
1.07 1.17 1.17 1.17
0 -0 0
0.44 0.44 0.44 0.44
-0 0 -0
0.09
00.19 00.24 -0.06
0.11
0.12
00.10 00.20 0.01 0.10
0.14
0.28
0 -0 0.03 0.00
-0.06
0.29
0 -0 0.13 0.22
-0.01
0 -0 0.07 0.17
-0.13
0 0 0.09 0.02
0.09
0 -0 0.13 0.15
-0.16
32 33 34 35 36
-0 0 -0.17 -0.15
0.22
1.83 1.83 1.83 1.83 1.83
0 -0 0.16 0.01
-0.03
2.56 2.90 3.05 3.05 3.25
-0 0 0.04 -0.11
0.04
1.27 1.49 1.62 1.62 1.62
0 -0 0.06 0.30
-0.14
0.69 0.69 0.69 0.69 0.69
-0 0 -0.13 -0.20
0.09
0.22
0.12
0.23
0.23
0.23
0.57
0.57
0.57
0.68
0.68
0.96
1.06
1.06
1.06
1.17
1.17
1.17
1.31
1.31
1.55
1.75
1.75
1.75
1.75
1.75
1.85
2.06
2.28
2.56
2.56
2.70
2.70
2.70
mellow
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.15
0.15
0.15
0.26
0.26
0.36
0.36
0.36
0.36
0.36
0.36
0.36
0.36
0.36
0.36
0.55
0.78
0.78
0.78
0.78
0.87
0.87
0.87
1.04
1.04
1.40
1.58
1.58
cool
0.28
0.28
0.40
0.40
0.40
0.40
0.40
0.57
0.57
0.73
0.89
0.89
0.89
0.89
0.89
1.06
1.22
1.22
1.22
1.22
1.22
1.22
1.56
1.56
1.56
1.72
1.89
1.89
1.89
1.89
2.05
2.24
2.24
2.24
2.24
2.24
angry
0.00
0.09
0.09
0.26
0.36
0.36
0.53
0.53
0.53
0.74
0.96
1.13
1.22
1.32
1.49
1.71
1.93
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.24
2.46
2.46
2.46
2.57
2.77
2.77
2.77
2.97
3.20
3.20
3.30
1
2
30.00 40.00 50.00 60.14 70.14 80.14 90.28 100.28
aggressive
angry
NaN
NaN
dark
NaN
melancholy
NaN
sad
0 -0 -0
0 -0 -0
0
3.44
0 -0
3.44
0
0
0
0.32 0.32 0.32 0.32 0.32 0.32 0.32 0.49 0.94 0.94 0.94 1.16 1.16 1.26 1.26 1.26 1.26 1.26 1.26 1.26 1.52 1.75 1.75 1.96 1.96 1.96 1.96 1.96 1.96 1.96
melancholy
funny 0 0 0 0 0 0 0 0 0 0 0 -0 -0 0 0 0 0 0 0 0 -0 0 -0 0 0 0 -0 -0 0 0 0 0
1.96
0
2.25
0
2.25
0
2.25
0
2.25
0
2.25
0
0
0
> 0.25
0
0
2.02
0.35
0.57
0.57
0 -0 -0
0.57
0.57
0.80
0 -0
1.01
1.12
0
1.12
0
1.12
0
1.28
0
1.28
0
1.28
0 -0
1.62
1.62
0 -0 -0 -0 -0
1.73
1.89
2.04
2.04
0.00 0.00 0.36 0.36 0.36 0.93 0.93 1.07 1.07 1.07 1.07 1.07 1.07 1.07 1.21 1.21 1.21 1.66 1.82 1.82
0 00.00 00.00 -00.00 00.00 -00.00 00.00 -0
-0 -0 0 -0 0 0 0 0 0 0 -0 -0 0 0 0 0 0 -0 -0
sexy -0sad
romantic -0 0 0 0 0 -0 0 0 0 0 -0 0 -0 -0 -0 -0 0 0 0 -0 -0 -0 -0 0 0 -0 -0 -0
0
0
0 -0 -0 -0
0 -0 -0
0
0 -0
0
0 -0 -0
cool -0 0 -0 0 0
angry -0 -0 -0 -0 -0
0
0
0 -0 -0
0 -0 -0 -0
0
aggressive
0 -0
0 -0 -0
0
dark
0 -0
melancholy -0
sad -0
0
2.04
0
2.30
0 -0
sum
2.0
avg
0.17
funny
17
2.3
0.14
1.82
2.02
0 -0
2.02
0
2.02
2.02
0 -0
2.02
0
2.02
0
0 -0
0.25
0
sexy
9
1.4
0.16
0
0 -0
0
0
0 -0
0
0
0 -0
0.23
0
romantic
13
2.5
0.19
12
0
0
0
0
0
0 -0
0 -0
0
0 -0
0
0 -0
0
0
0 -0
0
0
0 -0
0
0
0 -0
0.21
0
soft
0
0
0
0
0
0
0
0
1
0 -0 -0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
0
mellow
0
0
0
0
0 -0 -0
0
0 -0 -0
0
0
0
0 -0
0
0
0 -0
0
0
0 -0
0.17
0
cool
0 -0
0
0
0
0
0 -0 -0 -0
0 -0
0
0.15
0
angry
0 -0 -0
0
0
0 -0
0
0
0
0 -0
0
0
0
0 -0
0 -0
0
0
0
0 -0 -0
0
0 -0 -0
0 -0
0
0 -0
0 -0
0
0
0
0
0
0 -0 -0 -0
0 -0 -0
0 -0
0
0 -0
0
0
0
0 -0
0
0
0 -0
0
0 -0
0
0 -0 -0 -0
0
0
0
0
0 -0 -0
0 -0 -0
0 -0
0
0 -0
0
0 -0
0
0
0 -0
0 -0
0
0
0
0
0
0
0 -0
0 -0
0
0 -0 -0
0 -0
0 -0
0
0 -0
0
0 -0 -0 -0 -0
0 -0
0 -0
0 -0
0
0
0
0
0 -0
0 -0
0
0
0 -0
0 -0
0 -0
0 -0
0 -0
1
2
3
1.8
4
5
6
7
8
9
0.48
happy
0.13
0.24
0.18
0.11
0.13
0.35
0.27
funny
1.5
sexy
1.2
romantic
0.15
soft
0.9
0.50
0.22
0.09
0.6
0.40
0.40
0.16
angry
0.3
0.22
aggressive
0.12
0.15
0.09
0.29
0.28
0.22
sad
0.22
0.13
0.24
13
0.11
0.22
0.40
15
16
0.12
0.26
0.26
18
0.13
0.18
19 20 21 22 23 24 25 26 27 28 29 30 31
0.11
0.12
0.10
0.14
0.25
0.11
0.15
0.17
0.17
0.13
0.16
0.24
0.12
0.13
0.14
0.16
0.15
0.15
0.56
0.22
0.16
0.22
0.26
0.19
0.12
11
1.9
0.17
dark
8
1.8
0.22
31% 30.56
22% 22.22
melancholy
< 0.09
0
sad
9
8
2.4
1.5
0.27
0.19
25
25%
22% 22.22
11
2.1
0.19 31%
0
0.35
0.22
0.14
0.25
0.09
0.16
happy
funny
romantic
0.09
0.15
0.22
0.16
SUM
sexy
0.22
0.13
47% 47.22
22% 22.22
aggressive
0.17
0.15
0.21
0
funny
romantic
37mellow
38 39 40
angry0.11 0.12
dark
sad 0.10 0.14
0.13
1.6
0
0.09
0.13
0.22
0.16
soft
mellow
cool
angry
aggressive
0.35
dark
0.30
0.16
0.14
8
34% 34.29
25
25%
0
0 -0
0.17
0.15
0.30
0.25
0.12
0.22
0.09
0.13
0.17
0.25
0.13
0.17
0.11
0.17
0.22
0.09
0.15
0.27
0.21
0.10
36
0.17
0.09
0.13
0.13
0.09
0.11
0.18
0.22
0.24
0.12
0.12
17
0.17
0.33
0.15
14
0.22
0.26
0.29
melancholy
12
0.13
0.13
0.28
0.11
11
0.18
mellow
cool
10
0.28
happy
sexy
32
33 34 35
soft
cool
0.12
0.11
aggressive
0.14
0.10
melancholy
0.19
2.8
0.11
0
0 -0
0.26
1.7
0.13
0 -0
0
0 -0
3.1
9
17
26% 25.71
36% 36.11
0
0
0
2.296
NaN
%
33% 33.33
47% 47.22
0 -0
0
0
0 -0
AVERAGE
2.1
0
n
12
0
2.4
dark
happy
0
1.82
NaN
NaN
1.82
0
1.148
NaN
0 -0
0 -0
0
0 -0
0
0
2.04
0
0
0
3.44
0.13
NaN
0
0.53 0.53 0.53 0.53 0.53 0.65 0.78 0.93 0.93 0.93 0.93 0.93 0.93 0.93 0.93 1.06 1.06 1.06 1.06 1.06 1.06 1.06 1.16 1.36 1.36 1.36
110.28 120.40 13
14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
3.17
0
-0
NaN
3.17
0 -0
0
NaN
NaN
3.02
0
-0
NaN
NaN
2.57
0
-0
NaN
aggressive
0.15
0.23
soft 0 1
mellow -0 -0
-0
NaN
cool
0.23
0
-0
NaN
mellow
0.19
0.23
0 -0
-0
NaN
soft
0.18
0.16
0.23
-0 -0 0
happy dark
-0
NaN
funny
0.17
0.23
0.13
-0
NaN
sexy
soft
0.00
-0
NaN
romantic
Fig. 11. Stairway to heaven (Led Zeppelin): LSA patterns of emotions triggered by
the lyrics, separated into sections corresponding to the musical structure of the song
(top). Accumulated LSA values for each line of the lyrics (bottom).
0.00
NaN
happy
0.24
0.24
0 0.09-0 0 0.170 0.09-0 -00.170 -0 -00.220 0.22-00.16-00.0900.10-00.17
0 0 0 0.140 0 0 0.140 0 -00.12-00.120 0 0 0
0 -0 0 -0 0 0.13-0 -00.22-00.220 -0 0 00.2300.2100.11
melancholy
-0 0 0 0.320 0 -0 0 0 0 0 0.18-00.440 -0 -00.23-0 -00.090
romantic
0.36
0.58
0.14
1 0 0
-0 0 0 0 0 -0 -0 -0 0 0 0 0
soft 0 sad
mellow -0 -0 0 -0 -0 0 0 -0 0 0 -0 -0 0 -0 0 0 0
cool -0 0 -0 0 0 0 0 0 0 -0 -0 0 -0 0 0 0 0
1
2
3
4
5
6
7
8
9 10 11 12 13 14 15
angry -0 -0 -0 -0 -0 0 -0 -0 -0 0 0 -0 -0 0 0 -0 -0
0.00 0.00 0.15 0.15 0.15 0.15 0.15 0.28 0.61 0.61 0.61 1.19 1.19 1.19 1.19
0 -0 0 -0 -0 0 0 0 0 0 -0 0 -0 0 0 0 0
aggressivehappy
0.00 0.20 0.38 0.38 0.57 0.57 0.57 0.57 0.57 0.81 1.04 1.04 1.04 1.04 1.04
0 -0 0 -0 -0 -0 0 -0 -0 0 -0 0 0 -0 0 0 0
darkfunny
0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.24 0.36 0.49 0.49 0.49 0.49 0.59
sexy
0 0 0 0 -0 0 -0 0 0 -0 0 0 -0 -0 -0 0
melancholy -0
0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.26 0.44 0.44 0.44 0.44
romantic
sad -0 0 0 0 -0 -0 0 -0 -0 0 -0 0 0 -0 0 0 -0
0.00
-0
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
0.58
0.19
0.12
0.00
0
NaN
SUM
7
-0 -0 0
happyangry
0.2
aggressive
0 0 0
funny
0
dark
0 0
sexy -0
0.00
NaN
%
19% 19.44
44% 44.44
25
0 -0
0.26
0
avg
0.26
3.2
33% 33.33
53% 52.78
0
1.0
0 -0
sum
1.8
40
0 -0
romantic
0
n
7
25%
0
0.20
0
happy
40%
0
0.24
0
0.18
0 -0 -0 -0 -0
1.2
> 0.25
0.19
0
sexy
0
1.6
0 -0
happy
1.4
0 -0
2.7
0 -0 -0
funny
0
9
0 -0
2
0
14
0
0
0
34% 34.29
8% 8.333
0
0
0
0.23
0 -0 -0
0 -0 -0
0
0.14
0
0
0
0 -0
0.7
0 -0
0 -0 -0 -0
0
0
0
1.6
0
0
0 -0 -0 -0 -0 -0 -0 -0 -0
0
3
0
dark -0 -0 -0 -0 -0 0 -0
melancholy 0 -0 -0 -0 -0 -0 -0
0
21
12
0 -0
1
-0
sexy
0 -0
1.6
0
0
-0
-0
-0
-0
0
0
0
0
1.8
0
-0
-0
-0
0
0
0
0
-0
-0
-0
-0
0 -0 -0
0
2.0
-0
0
0
-0
0
0
-0
0
0
0
-0
-0
funny
0
0 -0
-0
0
0
-0
-0
-0
0
0
0
0 -0
0 -0
-0 -0
romantic
0
0
-0
0
0
0
0
0
0
-0
0
0 -0 -0 -0 -0 -0 -0
sad -0
-0
0
0
-0
0
0
0
-0
-0
0
-0
-0
0
0
0
-0
0
-0
-0
0
-0
0
0
-0
0
-0
0
0.23
0 -0 -0
0
aggressive
-0
0
0
-0
0
0
0
0
0
0
-0
-0
0.25
0
0 -0 -0
cool
-0
-0
0
-0
-0
0
0
0
-0
-0
-0
-0
0 -0 -0
0 -0
0 -0 -0
0
0 -0 -0
0
soft
0 0 -0
-0 0 0
0 0
-0 -0 -0
-0 -0 0
0 0 -0
-0 0 0
-0 0 -0
0 0 -0
0 -0 -0
0 -0 -0
0 -0 -0
0 -0 -0 -0 -0
0 -0 -0 -0 -0 -0
0
0
0
mellow
0
-0
-0
-0
0
0
-0
-0
0
0
0
0
0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0
0 -0
0
0 -0
0 -0 -0
0 -0 -0
0 -0 -0
0 -0
0
0
-0
-0
0
-0
0
-0
-0
0
-0
0
16
0 -0 -0 -0 -0 -0 -0 -0
0
-0
-0
0
-0
0
-0
-0
0
-0
0
0
-0
-0
happy
romantic
0
-0
-0
0
0
0
0
-0
-0
0
0
0
0.30
0.30
melancholy
0.19
Fig. 12. Such great heights (The Postal Service): LSA patterns of emotions triggered
by the lyrics, separated into sections corresponding to the musical structure of the song
(top).
Accumulated LSA values for each line of the lyrics (bottom)
happy
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
0.00
0.00
0.00
0.48
0.48
0.48
0.48
0.48
0.48
0.76
0.76
0.76
0.89
0.89
0.89
0.89
0.89
0.89
1.00
1.12
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.36
1.47
1.59
1.59
1.59
1.70
1.82
1.82
1.82
1.93
2.05
funny
0.00
0.00
0.00
0.13
0.13
0.36
0.36
0.46
0.55
0.55
0.66
0.66
0.66
0.92
1.05
1.05
1.05
1.05
1.15
1.29
1.29
1.29
1.29
1.29
1.44
1.62
1.62
1.62
1.62
1.62
1.72
1.86
1.86
1.86
1.96
2.10
2.10
2.10
2.20
2.34
sexy
0.00
0.00
0.18
0.29
0.29
0.41
0.41
0.41
0.41
0.41
0.41
0.59
0.59
0.77
0.77
0.93
0.93
0.93
0.93
0.93
0.93
1.10
1.10
1.26
1.26
1.40
1.40
1.40
1.40
1.40
1.40
1.40
1.40
1.40
1.40
1.40
1.40
1.40
1.40
1.40
romantic
0.00
0.15
0.51
0.77
0.77
0.77
0.77
0.77
0.90
0.90
0.90
1.12
1.12
1.12
1.12
1.12
1.25
1.25
1.47
1.47
1.47
1.47
1.47
1.47
1.47
1.47
1.47
1.47
1.60
1.60
1.82
1.82
1.95
1.95
2.16
2.16
2.29
2.29
2.51
2.51
soft
0.00
0.50
0.73
1.12
1.12
1.12
1.53
1.53
1.78
2.18
2.18
2.18
2.18
2.18
2.18
2.18
2.18
2.18
2.34
2.34
2.34
2.34
2.34
2.50
2.50
2.59
2.59
2.59
2.59
2.59
2.75
2.75
2.75
2.75
2.92
2.92
2.92
2.92
3.08
3.08
mellow
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.12
0.38
0.38
0.38
0.38
0.38
0.38
0.62
0.62
0.62
0.62
0.72
0.72
0.87
0.87
1.43
1.43
1.43
1.43
1.43
1.43
1.43
1.43
1.52
1.52
1.52
1.52
1.62
1.62
1.62
1.62
1.71
cool
0.00
0.00
0.00
0.28
0.28
0.45
0.66
1.00
1.00
1.00
1.00
1.12
1.12
1.36
1.48
1.58
1.72
1.72
1.87
1.87
1.87
1.87
1.87
1.87
1.87
1.97
1.97
1.97
2.11
2.11
2.25
2.25
2.39
2.39
2.53
2.53
2.67
2.67
2.82
2.82
angry
0.00
0.00
0.00
0.00
0.00
0.22
0.22
0.22
0.22
0.33
0.61
0.61
0.61
0.61
0.61
0.61
0.61
0.61
0.61
0.82
0.82
0.82
0.82
0.82
0.99
0.99
0.99
0.99
0.99
0.99
0.99
1.21
1.21
1.21
1.21
1.42
1.42
1.42
1.42
1.64
aggressive
0.00
0.00
0.00
0.00
0.00
0.12
0.12
0.12
0.12
0.12
0.12
0.12
0.12
0.12
0.12
0.26
0.42
0.42
0.42
0.42
0.42
0.66
0.82
1.17
1.17
1.31
1.31
1.40
1.56
1.56
1.56
1.56
1.71
1.71
1.71
1.71
1.87
1.87
1.87
1.87
dark
0.11
0.11
0.26
0.26
0.26
0.26
0.55
0.55
0.55
0.76
0.76
0.93
0.93
0.93
0.93
0.93
0.93
0.93
0.93
0.93
1.15
1.15
1.15
1.40
1.40
1.40
1.75
1.75
1.75
1.75
1.75
1.75
1.75
1.75
1.75
1.75
1.75
1.75
1.75
1.75
melancholy
0.00
0.29
0.57
0.79
0.79
0.79
0.79
0.79
0.95
1.21
1.21
1.21
1.21
1.21
1.21
1.21
1.21
1.21
1.51
1.51
1.51
1.51
1.51
1.51
1.51
1.51
1.51
1.51
1.51
1.51
1.82
1.82
1.82
1.82
2.12
2.12
2.12
2.12
2.42
2.42
sad
0.00
0.22
0.35
0.59
0.59
0.59
0.59
0.59
0.59
0.84
0.84
1.03
1.15
1.15
1.15
1.31
1.31
1.31
1.31
1.31
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
1.50
sad
0
1.0279
2.0557
3.0836
22
four emotional segments, thirteen of the lyrics were correctly identified. Three of
the eleven lyrics that were wrongly identified due to LSA failing to distinguish
more subtle differences between happy versus mellow, might be improved by
adjusting the weights in the additive model which is initially simply summing
up al values equally. Similarly other lyrics mistakenly identified as sad instead
of happy or the other way around, could be due to a few peaks influencing the
balance between positive and negative valence too strongly.
Considering how the emotional peaks and valleys of the lyrics, seem to align
with the underlying musical structure of the songs, we speculate that extracting
emotional components over time might provide a simplified approach to model
how we perceive media. We hypothesize that these emotional components reflect
compositional forms perceived as patterns of tension and release, which form
the dramatic undercurrents of an unfolding structure. As exemplified in the
plots of song lyrics each matrix column corresponds to a time window of a few
seconds, which is also the approximate length of the high level units from which
we mentally construct our perception of continuity within time. Interpreted in
that context we suggest that the LSA analysis of textual components within
a similar size of time window is able to capture a high level representation of
the shifting emotions triggered when we listen to a song. Or from a cognitive
perspective the dimensionality reduction enforced by LSA might be interpreted
as a simplified model of how mental concepts are constrained by the strengths of
links connecting nodes in our working memory. It seems that even if we turn off
the sound, the emotional context as well as the overall formal structural elements
can still be extracted from media based on latent semantics.
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Semantic contours in tracks based on emotional tags

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